From 2d8e265763fa3493c07cdab40b2e7b2a7611f463 Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Wed, 6 Nov 2024 18:26:19 +1100 Subject: [PATCH 01/13] Rename title for SSJ Example HANK Fiscal --- .../HANKFiscal_example.ipynb | 1034 +++++++++++++++++ 1 file changed, 1034 insertions(+) create mode 100644 examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb diff --git a/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb b/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb new file mode 100644 index 000000000..aa43b34ff --- /dev/null +++ b/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb @@ -0,0 +1,1034 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9aff8c24", + "metadata": {}, + "source": [ + "# Fiscal Policy in a HANK model using HARK and SSJ\n", + "\n", + "By William Du (wdu9@jhu.edu) \n", + "\n", + "- This notebook demonstrates how HARK and the SSJ toolkit can be combined to the canonical HANK model with fiscal policy \n", + "- Content here builds on the excellent foundation of this [SSJ notebook](https://github.com/shade-econ/nber-workshop-2022/blob/main/Tutorials/Tutorial%201%20Fiscal%20Policy.ipynb) \n", + "\n", + "## HARK Solves for the Microeconomic Steady State\n", + "\n", + "Essentially all structural micro models are Bellman problems\n", + "\n", + "HARK is designed to solve difficult micro Bellman problems with\n", + "- uncertainty\n", + "- nondifferentiable constraints (e.g., liquidity)\n", + "- discontinuities\n", + "- and other challenging features\n", + "\n", + "HARK has a library of reproducible solved models:\n", + "- Lifecycle models\n", + "- Discrete-continuous choice\n", + " - e.g. retirement and consumption\n", + " - lumpy durable goods purchases\n", + "- Portfolio choice\n", + " - between risky and safe, liquid and illiquid\n", + "- Labor supply decisions \n", + "- And particularly problems where agents have several choices:\n", + " - e.g., consumption and portfolio choice\n", + "
\n", + "\n", + "## SSJ toolkit takes micro soln as input, and calculates macro\n", + "\n", + "- SSJ was created to solve HANK models\n", + " - given the solution to the steady state of a micro model\n", + "\n", + "- Its big insight: Solving the microeconomic model (in steady state) can be *independent* of working out macroeconomic dynamics\n", + "\n", + "## HARK $\\rightarrow$ SSJ lets us solve macro models with rich micro realism" + ] + }, + { + "cell_type": "markdown", + "id": "bf4b8cce", + "metadata": {}, + "source": [ + "# Model\n", + "\n", + "We illustrate here using a HANK model from the [lecture slides](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) from the SSJ authors' heterogeneous agent workshop.\n", + "\n", + "## Model features\n", + "\n", + "- Households:\n", + " - Have access to a riskfree asset for saving/borrowing\n", + " - Face realistically calibrated idiosyncratic income shocks\n", + "\n", + "- Macro:\n", + " - Sticky wages\n", + " - Government budget constraint:\n", + " - Expenditures: Unemployment insurance system\n", + " - Taxes: labor income\n", + " - Fiscal rule: Debt to GDP ratio\n" + ] + }, + { + "cell_type": "markdown", + "id": "f10546d3", + "metadata": {}, + "source": [ + "## Bringing Model to Code\n", + "\n", + "We first import\n", + "- some basic, commonly used numerical tools (e.g. numpy and scipy)\n", + "- a NewKeynesianConsumerType from HARK\n", + "- the SSJ toolkit" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "49d75e2d", + "metadata": {}, + "outputs": [], + "source": [ + "# Basic scientific tools\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import time\n", + "from scipy import optimize\n", + "\n", + "# HARK agents\n", + "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType\n", + "\n", + "# Sequence space Jacobian toolkit\n", + "from sequence_jacobian.classes import JacobianDict, SteadyStateDict\n", + "import sequence_jacobian as sj # SSJ will allow us to define blocks, models, compute IRFs, etc" + ] + }, + { + "cell_type": "markdown", + "id": "b676fc68", + "metadata": {}, + "source": [ + "### Calibrate Steady State Values\n", + "\n", + "Next, we calibrate the steady state values of some outcomes, and calculate a few values implied by them." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3fa9a283", + "metadata": {}, + "outputs": [], + "source": [ + "# Steady state calibration\n", + "r_ss = 0.03 # Interest rate\n", + "G_ss = 0.2 # Government spending\n", + "B_ss = 0.2 # Government debt (bonds)\n", + "Y_ss = 1.0 # Output\n", + "\n", + "# steady state relations\n", + "T_ss = G_ss + r_ss * B_ss # Lump sum taxes to keep debt constant\n", + "Z_ss = Y_ss - T_ss # After tax labor income\n", + "F_ss = G_ss - T_ss # Government budget deficit" + ] + }, + { + "cell_type": "markdown", + "id": "9373f1a5-7bfc-4ceb-b04b-f16110b7344a", + "metadata": {}, + "source": [ + "### Micro Agent Parameters\n", + "\n", + "Microeconomic agents in HARK have a rich set of parameters wired into them by default.\n", + "\n", + "We need only specify the parameters whose values we want to highlight" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e4a84511", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "HANK_dict = {\n", + " \"Rfree\": 1.0 + r_ss, # Interest factor on assets\n", + " \"tax_rate\": [0.0], # Assume that labor here is actually after tax income\n", + " \"labor\": [Z_ss], # Will be solving the micro model in steady state\n", + " \"UnempPrb\": 0.0, # Probability of unemployment while working\n", + " \"IncUnemp\": 0.0, # Unemployment benefits replacement rate\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "0b97096a", + "metadata": {}, + "source": [ + "## Find Equilibrium Discount Factor\n", + "\n", + "Above, we exogenously calibrated the steady state level of government debt $B_{ss}$. $B_{ss}$ should be *owned* by someone, so in equilibrium our agents must want to hold the same level of assets as there are government bonds. To accomplish this, we specify a function that yields steady state asset holdings as a function of agents' discount factor $\\beta$, and another function that simply differences it with our target level of assets. The appropriate discount factor can then be found by performing a bounded search for a root of the difference function." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ac7ec69c", + "metadata": {}, + "outputs": [], + "source": [ + "# Define function to compute steady-state aggregate assets as a function of the discount factor\n", + "def calc_SS_assets_from_discfac(beta):\n", + " HANK_dict[\"DiscFac\"] = beta # set the proposed discount factor\n", + " TempAgent = NewKeynesianConsumerType(\n", + " **HANK_dict, verbose=False\n", + " ) # make an AgentType instance\n", + " A_ss = TempAgent.compute_steady_state()[0] # compute steady state assets\n", + " return A_ss\n", + "\n", + "\n", + "# the \"gap\" is the distance between target assets and actual\n", + "def calc_asset_gap(beta):\n", + " return calc_SS_assets_from_discfac(beta) - A_target\n", + "\n", + "\n", + "# Discount factor takes value that generates the (calibrated) $B$\n", + "A_target = B_ss\n", + "DiscFac_star = optimize.brentq(calc_asset_gap, 0.85, 0.99)" + ] + }, + { + "cell_type": "markdown", + "id": "e2afbf98-bd36-4b98-a4a5-084b1bcff766", + "metadata": {}, + "source": [ + "## Make Agents with Calibrated Discount Factor\n", + "\n", + "Now that we have $\\beta^{*}$, we can make an AgentType instance that will be used for the general equilibrium analysis. We make an instance of the `NewKeynesianConsumerType` whose discount factor is $\\beta^{*}$. \n", + "\n", + "To verify that we did what we set out to do, we can check that the output goods market clears (output is accounted for by consumption and government spending) and that the asset market clears (retained assets are accounted for by government bonds). Both conditions should be very close to zero." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "dc28006a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Goods clearing condition: -2.0539125955565396e-15\n", + "Asset clearing condition: -4.8683279629813114e-14\n" + ] + } + ], + "source": [ + "# Create a HARK agent\n", + "HANK_dict[\"DiscFac\"] = DiscFac_star\n", + "Agent_GE = NewKeynesianConsumerType(**HANK_dict, verbose=False)\n", + "A_ss, C_ss = Agent_GE.compute_steady_state()\n", + "\n", + "# Verify market clearing conditions\n", + "print(\"Goods clearing condition:\", Y_ss - C_ss - G_ss)\n", + "print(\"Asset clearing condition:\", A_ss - B_ss)" + ] + }, + { + "cell_type": "markdown", + "id": "f7336168", + "metadata": {}, + "source": [ + "## Compute Jacobian Matrices\n", + "\n", + "A deep insight that has recently made a major impact on our ability to handle heterogeneous agents models with serious microeconomic heterogeneity is that, even when the microeconomic problems agents face are deeply nonlinear (in ways that are fundamentally important to their sense-making), deviations from the steady state of a macroeconomy populated by such agents tend to be very close to linear. That is, the macroeconomy can be linearized. \n", + "\n", + "In large part this is because the measured magnitude of aggregate shocks is tiny compared to the degree of microeconomic heterogeneity. Aggregate permanent income shocks, for example, are 100 times smaller than idiosyncratic shocks.\n", + "\n", + "Linearization makes it appropriate to calculate the dynamics of the model with response to 'MIT shocks,' as opposed to needing to develop more complicated functions. In technical terms, this means that the crucial (and only) thing we need from the micro model is its response to small future disturbances-- the Jacobian matrix.\n", + "\n", + "(We need to know the response to future shocks so that we can think coherently, for example, about monetary policy in which future movements in the Fed Funds rate are predictable, or where \"forward guidance\" is provided).\n", + "\n", + "HARK has a tool for calculating the Jacobian matrices that characterize consumption and asset responses to an exogenous *transitory* change in the interest factor (Rfree) or labor income (labor) that will occur in the future. This is accomplished with the `calc_jacobian` method, passing as arguments the name of the variable that will be changed and the maximum number of periods in the future that a (marginal) change could occur.\n", + "\n", + "The outputs of this method are objects that represent the sensitivity of aggregate consumption and asset holdings (respectively) in each period to the *advance knowledge* of an exogenous change in each parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ea09fc75", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time to compute Jacobians: 12.119 seconds.\n" + ] + } + ], + "source": [ + "# Time the computation of the Jacobian matrices\n", + "start = time.time()\n", + "\n", + "# Derivatives of consumption and assets wrt R\n", + "dCdR, dAdR = Agent_GE.calc_jacobian(\n", + " \"Rfree\", 300\n", + ") # Jacobians of consumption and assets w.r.t. interest factor changes up to 300 periods ahead\n", + "\n", + "# Derivatives with respect to after-tax labor income Z\n", + "dCdZ, dAdZ = Agent_GE.calc_jacobian(\n", + " \"labor\", 300\n", + ") # Jacobians of consumption and assets w.r.t. labor supply changes up to 300 periods ahead\n", + "\n", + "print(\"Time to compute Jacobians: {:.3f} seconds.\".format(time.time() - start))" + ] + }, + { + "cell_type": "markdown", + "id": "8461c6e2-31bb-483b-93ba-6444db38ebc5", + "metadata": {}, + "source": [ + "## Plot Jacobians\n", + "\n", + "To inspect the Jacobian matrix for aggregate consumption, we can plot some of its rows/columns, representing the consumption response to a change in the interest factor or labor income $T$ periods in the future." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ce169ef9", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(dCdR.T[0])\n", + "plt.plot(dCdR.T[30])\n", + "plt.plot(dCdR.T[50])\n", + "plt.legend(\n", + " [\n", + " r\"Change in $R$ right now\",\n", + " r\"Change in $R$ 30 periods ahead\",\n", + " r\"Change in $R$ 50 periods ahead\",\n", + " ]\n", + ")\n", + "plt.xlim(-2, 120)\n", + "plt.title(\"Consumption Response to Change in Interest Factor\")\n", + "plt.xlabel(\"Time\")\n", + "plt.yticks([])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6eff21bb", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(dCdZ.T[0])\n", + "plt.plot(dCdZ.T[20])\n", + "plt.plot(dCdZ.T[50])\n", + "plt.xlim(-2, 120)\n", + "plt.legend(\n", + " [\n", + " r\"Change in $Z$ right now\",\n", + " r\"Change in $Z$ 30 periods ahead\",\n", + " r\"Change in $Z$ 50 periods ahead\",\n", + " ]\n", + ")\n", + "plt.xlim(-2, 120)\n", + "plt.title(\"Consumption Response to Change in Labor Income\")\n", + "plt.xlabel(\"Time\")\n", + "plt.yticks([])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fe6feb98", + "metadata": {}, + "source": [ + "# Government Budget Constraint and Market Clearing\n", + "\n", + "We now need to specify the other blocks of this fiscal HANK model. The details of the model found [here](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) tell us that only the government budget constraint and the market clearing conditions need to be specified explicitly to capture the dynamics of the HANK model.\n", + "\n", + "The sequence space toolkit allows us to specify other blocks of the economy in a DYNARE-esque fashion as we simply need to write down the difference equations that define our model." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b35ed9e0", + "metadata": {}, + "outputs": [], + "source": [ + "# Government Budget Constraint\n", + "@sj.simple\n", + "def fiscal(B, r, G, Y):\n", + " T = (1 + r) * B(-1) + G - B # total tax burden\n", + " Z = Y - T # after tax income\n", + " deficit = G - T\n", + " return T, Z, deficit\n", + "\n", + "\n", + "# Market Clearing Conditions\n", + "@sj.simple\n", + "def mkt_clearing(A, B, Y, C, G):\n", + " asset_mkt = A - B # asset market clearing\n", + " goods_mkt = Y - C - G # goods market clearing\n", + " return asset_mkt, goods_mkt" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f5710651", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Store Jacobians in JacobianDict Object.\n", + "# This will capture behavior of heterogeneous hosueholds.\n", + "het_household_block = JacobianDict({\"C\": {\"Z\": dCdZ}, \"A\": {\"Z\": dAdZ}})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ffe65da0-7cea-4d60-9afe-f89adae896f8", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# SteadyStateDict:\n", + "# - Steady state values of each variable; we perturb around this steady state.\n", + "SteadyState_dict = SteadyStateDict(\n", + " {\n", + " \"asset_mkt\": 0.0,\n", + " \"goods_mkt\": 0.0,\n", + " \"deficit\": G_ss - T_ss,\n", + " \"B\": B_ss, # Gov. Debt\n", + " \"r\": r_ss, # Interest rate\n", + " \"G\": G_ss, # Gov. Spending\n", + " \"Y\": Y_ss, # Output\n", + " \"A\": B_ss, # Assets\n", + " \"C\": C_ss, # Consumption\n", + " \"Z\": Y_ss - T_ss, # Income (post-tax)\n", + " \"T\": T_ss, # Lump Sum Taxes\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "baceec7c-39e8-4af5-a6f1-4e9ffe9ddc90", + "metadata": {}, + "outputs": [], + "source": [ + "# Create the model by combining three blocks:\n", + "# (1) microeconomic responses to macroeconomic news (Jacobians)\n", + "# (2) fiscal authority behavior\n", + "# (3) market clearing conditions\n", + "HANK = sj.create_model([het_household_block, fiscal, mkt_clearing], name=\"HA Model\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8fecc81e-b97e-4463-af4a-d1d6864c1392", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Choose aggregate shock parameters for the simulation\n", + "T = 300 # <-- the length of the impulse response function\n", + "rho_G = 0.8 # peristence of shock\n", + "dG = 0.01 * rho_G ** np.arange(T)\n", + "shocks = {\"G\": dG}" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "6d321734-6686-4857-b95d-0a5988232696", + "metadata": {}, + "outputs": [], + "source": [ + "# Obtain impulse responses\n", + "unknowns_td = [\"Y\"] # unknowns to solve for\n", + "targets_td = [\"asset_mkt\"] # to clear target condition below\n", + "\n", + "# Solve for impulse responses to gov. spending shock (balanced budget)\n", + "irfs_G_lin = HANK.solve_impulse_linear(\n", + " SteadyState_dict, unknowns_td, targets_td, shocks\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "93a0c5fc", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Define a function that can plot impulse response functions\n", + "def show_irfs(\n", + " irfs_list,\n", + " variables,\n", + " labels=[\" \"],\n", + " ylabel=r\"Percentage points (dev. from ss)\",\n", + " T_plot=50,\n", + " figsize=(18, 6),\n", + "):\n", + " if len(irfs_list) != len(labels):\n", + " labels = [\" \"] * len(irfs_list)\n", + " n_var = len(variables)\n", + " fig, ax = plt.subplots(1, n_var, figsize=figsize, sharex=True)\n", + " for i in range(n_var):\n", + " # plot all irfs\n", + " for j, irf in enumerate(irfs_list):\n", + " ax[i].plot(irf[variables[i]][:50], label=labels[j])\n", + " ax[i].set_title(variables[i])\n", + " ax[i].set_xlabel(r\"$t$\")\n", + " if i == 0:\n", + " ax[i].set_ylabel(ylabel)\n", + " ax[i].legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "523314a5", + "metadata": {}, + "source": [ + "## Government Spending Shock (Balanced Budget)\n", + "\n", + "The plot belows illustrate the impulse responses to a government spending shock that is completely funded by increases in taxes. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d287b37c", + "metadata": {}, + "outputs": [ + { 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the Impulse Response Function\n", + "show_irfs([irfs_G_lin], [\"G\", \"Y\", \"T\"], labels=[\"balanced budget\"])" + ] + }, + { + "cell_type": "markdown", + "id": "d6b166b2", + "metadata": {}, + "source": [ + "## Government spending shock (deficit financed)\n", + "\n", + "Now let us produce the responses to a government spending shock when it is mostly deficit financed. \n", + "\n", + "To do so, we will shock government debt such that the cumulative sum of debt shock is equal to the cumulative sum of the increase in government spending." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d4ccf0d0-b580-4070-af10-ebd8b7e5f5f4", + "metadata": {}, + "outputs": [], + "source": [ + "# Define a 'fiscal rule' to this government spending shock\n", + "# by specifying a shock to debt that will finance the gov. spending shock\n", + "rho_B = 0.9 # how fast to move back toward fiscal target\n", + "dB = np.cumsum(dG) * rho_B ** np.arange(T)\n", + "\n", + "# Debt-financed government spending means we shock both government spending and debt\n", + "shocks_B = {\"G\": dG, \"B\": dB}" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2c700b65-a65a-4bd8-938a-97c0db92a028", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Solve for impulse responses\n", + "irfs_B_lin = HANK.solve_impulse_linear(\n", + " SteadyState_dict, unknowns_td, targets_td, shocks_B\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "332b34b6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Show government spending, output, and taxes\n", + "show_irfs(\n", + " [irfs_G_lin, irfs_B_lin],\n", + " [\"G\", \"Y\", \"T\"],\n", + " labels=[\"balanced budget\", \"deficit financed\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b0560df9-6428-4a31-921b-8637ef57107e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Show the deficit and consumption\n", + "show_irfs(\n", + " [irfs_G_lin, irfs_B_lin],\n", + " [\"deficit\", \"C\"],\n", + " labels=[\"balanced budget\", \"deficit financed\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "a06333f4-f3e6-4af7-923d-a1d211967aa3", + "metadata": {}, + "source": [ + "# Why does HANK matter?\n", + "\n", + "Let us compare deficit financed government spending responses in HANK vs TANK vs RANK.\n", + "\n", + "To do so, a representative agent and a two agent household block will be specified to produce a RANK and TANK model. \n" + ] + }, + { + "cell_type": "markdown", + "id": "0f74e008-a96e-4b5f-8e8f-5b518ef4948b", + "metadata": {}, + "source": [ + "## Specify a representative agent household\n", + "\n", + "The representative agent household solution can be expressed analytically; below are the difference equations (Euler equation and budget constraint) that define the representative agent problem." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d6743a5c-797d-4ba6-b6ba-ba6a4bf471a7", + "metadata": {}, + "outputs": [], + "source": [ + "@sj.solved(\n", + " unknowns={\"C\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", + ") # solver=\"broyden_custom\")\n", + "def hh_ra(C, A, Z, eis, beta, r):\n", + " euler = (beta * (1 + r(+1))) ** (-eis) * C(+1) - C # RA euler equation\n", + " budget_constraint = (1 + r) * A(-1) + Z - C - A # RA budget constraint\n", + " MPC = 0\n", + " return euler, budget_constraint, MPC\n", + "\n", + "\n", + "# create RANK model where heterogeneous household block hh_ha is replaced with RA block 'hh_ra'\n", + "RANK = sj.create_model([hh_ra, fiscal, mkt_clearing], name=\"Representative agent model\")" + ] + }, + { + "cell_type": "markdown", + "id": "b238e64e-4a22-41c1-ac27-9034687f1854", + "metadata": {}, + "source": [ + "## Specify a Two Agent (TA) economy (Campbell-Mankiw)\n", + "\n", + "As in the rep. agent problem, the difference equations (euler equation and budget constraint) that define the two agent problem are analytically available." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "91f14ad6-9b3a-45a1-ab1a-e2d9fe989240", + "metadata": {}, + "outputs": [], + "source": [ + "# Deep in SSJ weeds, we need this object:\n", + "@sj.solved(\n", + " unknowns={\"C_RA\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", + ") # , solver=\"broyden_custom\")\n", + "\n", + "# household_twoagent:\n", + "def hh_ta(C_RA, A, Z, eis, beta, r, lam):\n", + " # consumption of infinitely lived household\n", + " euler = (beta * (1 + r(+1))) ** (-eis) * C_RA(+1) - C_RA\n", + " # hand to mouth agent consumes income Z\n", + " C_H2M = Z\n", + " # aggregate C is weighted sum of C of two types\n", + " C = (1 - lam) * C_RA + lam * C_H2M # lam is frac of hand to mouth households\n", + " # aggregate budget constraint\n", + " budget_constraint = (1 + r) * A(-1) + Z - C - A\n", + " MPC = 0\n", + " return euler, budget_constraint, C_H2M, C, MPC\n", + "\n", + "\n", + "# create TANK model where heterogeneous household is replaced with 'hh_ta'\n", + "TANK = sj.create_model([hh_ta, fiscal, mkt_clearing], name=\"Two agent model\")" + ] + }, + { + "cell_type": "markdown", + "id": "ceac82e9-de7c-4bc6-865b-acb6470cd2e2", + "metadata": {}, + "source": [ + "## Calibrate and find steady states of TANK and RANK models.\n", + "\n", + "Now that we have defined the representative agent and two agent models, we need to solve for a steady state in each model for which we will perturb around later to solve for dynamics." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "79c5ab27-ab2e-442c-812b-383df409bfdc", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# base dictionary for calibrating representative agent and two agent household.\n", + "calibration = {\n", + " \"eis\": 0.5, # EIS\n", + " \"G\": G_ss, # Government spending\n", + " \"B\": B_ss, # Government debt\n", + " \"Y\": Y_ss, # Output\n", + " \"r\": r_ss,\n", + "} # Number of productivity grid points" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "ad591df6-2229-4a26-bbf3-1cc5328048d4", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Rep Agent calibration\n", + "calibration_ra = calibration.copy()\n", + "calibration_ra[\"beta\"] = 1 / (1 + calibration_ra[\"r\"]) # for steady state consumption\n", + "calibration_ra[\"B\"] = calibration[\"B\"]\n", + "\n", + "unknowns_ra_ss = {\n", + " \"C\": 1.0,\n", + " \"A\": 0.8,\n", + "} # solve for two unknowns to clear the targets below\n", + "targets_ra_ss = {\"budget_constraint\": 0.0, \"asset_mkt\": 0.0}\n", + "\n", + "# solve for steady state for RANK model\n", + "ss_RANK = RANK.solve_steady_state(\n", + " calibration_ra, unknowns_ra_ss, targets_ra_ss, dissolve=[\"hh_ra\"]\n", + ") # solve steady state for RANK model" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "51819b72-9ba9-4a36-b240-72745a1c2579", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Two Agent calibration\n", + "calibration_ta = calibration_ra.copy() # dictionary for two agent block\n", + "calibration_ta[\"lam\"] = 0.25 # proportion of hand to mouth\n", + "unknowns_ta_ss = {\n", + " \"C_RA\": 1.0,\n", + " \"A\": 0.8,\n", + "} # solve for two unknowns to clear the targets below\n", + "\n", + "# solve for steady state for TANK model\n", + "ss_TANK = TANK.solve_steady_state(\n", + " calibration_ta, unknowns_ta_ss, targets_ra_ss, dissolve=[\"hh_ta\"]\n", + ") # solve steady state for TANK model" + ] + }, + { + "cell_type": "markdown", + "id": "3eb1f5d6-543d-4591-b4d9-7b4adef4e39c", + "metadata": { + "tags": [] + }, + "source": [ + "## Impulse responses to deficit financed G shocks:\n", + "### HANK vs TANK vs RANK" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "7238b86f-2033-40a6-a9f9-9fa31a4c02a1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "irfs_RANK = RANK.solve_impulse_linear(\n", + " ss_RANK, unknowns_td, targets_td, shocks_B\n", + ") # solve for impulse responses in RANK model\n", + "irfs_TANK = TANK.solve_impulse_linear(\n", + " ss_TANK, unknowns_td, targets_td, shocks_B\n", + ") # solve for impulse responses in TANK model\n", + "\n", + "# Plot irfs of HANK, RANK, and TANK\n", + "show_irfs(\n", + " [irfs_B_lin, irfs_RANK, irfs_TANK],\n", + " variables=[\"deficit\", \"Y\", \"C\"],\n", + " labels=[\"HANK\", \"RANK\", \"TANK\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "147be7ca-01e9-4401-98b2-1a3747813ac5", + "metadata": {}, + "source": [ + "# Simulating time series" + ] + }, + { + "cell_type": "markdown", + "id": "e7168496-cd84-4627-9c44-3374adb5909d", + "metadata": {}, + "source": [ + "## Simulate deficit financed government spending shocks." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "b5c0769c-7cd4-4050-9a8e-8e303f5e80de", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from estimation.routines import simulate\n", + "\n", + "outputs = [\"Y\", \"C\", \"deficit\", \"G\"] # aggregate variables to be simulated\n", + "\n", + "impulses_ha = {}\n", + "impulses_ra = {}\n", + "impulses_ta = {}\n", + "\n", + "shk_std = 0.001 # standard deviation of shock\n", + "rho_G = 0.8 # persistence of G shock\n", + "rho_B = 0.9 # persistence of Deficit shock\n", + "\n", + "dG = shk_std * 0.8 ** np.arange(T) # G Shock series\n", + "dB = np.cumsum(dG) * rho_B ** np.arange(T) # deficit shock series (fiscal rule)\n", + "\n", + "# own_shock captures AR shock process to deficit financed G spending\n", + "own_shock = {\"G\": shk_std * rho_G ** np.arange(T), \"B\": dB}\n", + "impulses_ha[\"ha\"] = HANK.solve_impulse_linear(\n", + " SteadyState_dict, unknowns_td, targets_td, own_shock\n", + ") # solve impulse responses to HANK\n", + "impulses_ta[\"ta\"] = TANK.solve_impulse_linear(\n", + " ss_TANK, unknowns_td, targets_td, own_shock\n", + ") # solve impulse responses to TANK\n", + "impulses_ra[\"ra\"] = RANK.solve_impulse_linear(\n", + " ss_RANK, unknowns_td, targets_td, own_shock\n", + ") # solve impulse responses to RANK\n", + "\n", + "T_sim = 80 # simulate for 80 quarters\n", + "data_simul_ha = simulate(\n", + " list(impulses_ha.values()), outputs, T_sim\n", + ") # Simulate aggregate variables in 'outputs' in HANK\n", + "data_simul_ta = simulate(\n", + " list(impulses_ta.values()), outputs, T_sim\n", + ") # Simulate aggregate variables in 'outputs' in TANK\n", + "data_simul_ra = simulate(\n", + " list(impulses_ra.values()), outputs, T_sim\n", + ") # Simulate aggregate variables in 'outputs' in RANK" + ] + }, + { + "cell_type": "markdown", + "id": "e2a9f3f3-d75b-41dd-a2cf-56466a4d7d22", + "metadata": {}, + "source": [ + "# Comparing time series of HANK, TANK, and RANK" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "e3d57079-04c4-4567-80a0-10ac88c006ed", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(13, 5))\n", + "axes[0].plot(data_simul_ha[\"Y\"], c=\"blue\")\n", + "axes[0].plot(data_simul_ta[\"Y\"], c=\"green\")\n", + "axes[0].plot(data_simul_ra[\"Y\"], c=\"orange\")\n", + "axes[0].set_title(\"Output\")\n", + "axes[0].set_xlabel(\"Quarters\")\n", + "axes[1].plot(data_simul_ha[\"G\"], c=\"blue\")\n", + "axes[1].plot(data_simul_ta[\"G\"], c=\"green\")\n", + "axes[1].plot(data_simul_ra[\"G\"], c=\"orange\")\n", + "axes[1].set_title(\"Government Spending\")\n", + "axes[1].set_xlabel(\"Quarters\")\n", + "axes[2].plot(data_simul_ha[\"deficit\"], c=\"blue\")\n", + "axes[2].plot(data_simul_ta[\"deficit\"], c=\"green\")\n", + "axes[2].plot(data_simul_ra[\"deficit\"], c=\"orange\")\n", + "axes[2].set_title(\"Deficit\")\n", + "axes[2].set_xlabel(\"Quarters\")\n", + "fig.tight_layout()" + ] + } + ], + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From aaafbce8eebf34aa349aa813f0da0589c67130bb Mon Sep 17 00:00:00 2001 From: "Matthew N. White" Date: Fri, 15 Nov 2024 15:02:03 -0500 Subject: [PATCH 02/13] Delete duplicate file Akshay changed the name of the file, but the old file lingered. Deleting. --- .../ConsNewKeynesianModel/SSJ_example.ipynb | 1034 ----------------- 1 file changed, 1034 deletions(-) delete mode 100644 examples/ConsNewKeynesianModel/SSJ_example.ipynb diff --git a/examples/ConsNewKeynesianModel/SSJ_example.ipynb b/examples/ConsNewKeynesianModel/SSJ_example.ipynb deleted file mode 100644 index fbdbbc432..000000000 --- a/examples/ConsNewKeynesianModel/SSJ_example.ipynb +++ /dev/null @@ -1,1034 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "9aff8c24", - "metadata": {}, - "source": [ - "# HARK and the Sequence Space Jacobian (SSJ) Method\n", - "\n", - "By William Du (wdu9@jhu.edu) \n", - "\n", - "- This notebook demonstrates how HARK and the SSJ toolkit can be combined to solve HANK models.\n", - "- Content here builds on the excellent foundation of this [SSJ notebook](https://github.com/shade-econ/nber-workshop-2022/blob/main/Tutorials/Tutorial%201%20Fiscal%20Policy.ipynb) \n", - "\n", - "## HARK Solves for the Microeconomic Steady State\n", - "\n", - "Essentially all structural micro models are Bellman problems\n", - "\n", - "HARK is designed to solve difficult micro Bellman problems with\n", - "- uncertainty\n", - "- nondifferentiable constraints (e.g., liquidity)\n", - "- discontinuities\n", - "- and other challenging features\n", - "\n", - "HARK has a library of reproducible solved models:\n", - "- Lifecycle models\n", - "- Discrete-continuous choice\n", - " - e.g. retirement and consumption\n", - " - lumpy durable goods purchases\n", - "- Portfolio choice\n", - " - between risky and safe, liquid and illiquid\n", - "- Labor supply decisions \n", - "- And particularly problems where agents have several choices:\n", - " - e.g., consumption and portfolio choice\n", - "
\n", - "\n", - "## SSJ toolkit takes micro soln as input, and calculates macro\n", - "\n", - "- SSJ was created to solve HANK models\n", - " - given the solution to the steady state of a micro model\n", - "\n", - "- Its big insight: Solving the microeconomic model (in steady state) can be *independent* of working out macroeconomic dynamics\n", - "\n", - "## HARK $\\rightarrow$ SSJ lets us solve macro models with rich micro realism" - ] - }, - { - "cell_type": "markdown", - "id": "bf4b8cce", - "metadata": {}, - "source": [ - "# Model\n", - "\n", - "We illustrate here using a HANK model from the [lecture slides](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) from the SSJ authors' heterogeneous agent workshop.\n", - "\n", - "## Model features\n", - "\n", - "- Households:\n", - " - Have access to a riskfree asset for saving/borrowing\n", - " - Face realistically calibrated idiosyncratic income shocks\n", - "\n", - "- Macro:\n", - " - Sticky wages\n", - " - Government budget constraint:\n", - " - Expenditures: Unemployment insurance system\n", - " - Taxes: labor income\n", - " - Fiscal rule: Debt to GDP ratio\n" - ] - }, - { - "cell_type": "markdown", - "id": "f10546d3", - "metadata": {}, - "source": [ - "## Bringing Model to Code\n", - "\n", - "We first import\n", - "- some basic, commonly used numerical tools (e.g. numpy and scipy)\n", - "- a NewKeynesianConsumerType from HARK\n", - "- the SSJ toolkit" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "49d75e2d", - "metadata": {}, - "outputs": [], - "source": [ - "# Basic scientific tools\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import time\n", - "from scipy import optimize\n", - "\n", - "# HARK agents\n", - "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType\n", - "\n", - "# Sequence space Jacobian toolkit\n", - "from sequence_jacobian.classes import JacobianDict, SteadyStateDict\n", - "import sequence_jacobian as sj # SSJ will allow us to define blocks, models, compute IRFs, etc" - ] - }, - { - "cell_type": "markdown", - "id": "b676fc68", - "metadata": {}, - "source": [ - "### Calibrate Steady State Values\n", - "\n", - "Next, we calibrate the steady state values of some outcomes, and calculate a few values implied by them." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "3fa9a283", - "metadata": {}, - "outputs": [], - "source": [ - "# Steady state calibration\n", - "r_ss = 0.03 # Interest rate\n", - "G_ss = 0.2 # Government spending\n", - "B_ss = 0.2 # Government debt (bonds)\n", - "Y_ss = 1.0 # Output\n", - "\n", - "# steady state relations\n", - "T_ss = G_ss + r_ss * B_ss # Lump sum taxes to keep debt constant\n", - "Z_ss = Y_ss - T_ss # After tax labor income\n", - "F_ss = G_ss - T_ss # Government budget deficit" - ] - }, - { - "cell_type": "markdown", - "id": "9373f1a5-7bfc-4ceb-b04b-f16110b7344a", - "metadata": {}, - "source": [ - "### Micro Agent Parameters\n", - "\n", - "Microeconomic agents in HARK have a rich set of parameters wired into them by default.\n", - "\n", - "We need only specify the parameters whose values we want to highlight" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "e4a84511", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "HANK_dict = {\n", - " \"Rfree\": 1.0 + r_ss, # Interest factor on assets\n", - " \"tax_rate\": [0.0], # Assume that labor here is actually after tax income\n", - " \"labor\": [Z_ss], # Will be solving the micro model in steady state\n", - " \"UnempPrb\": 0.0, # Probability of unemployment while working\n", - " \"IncUnemp\": 0.0, # Unemployment benefits replacement rate\n", - "}" - ] - }, - { - "cell_type": "markdown", - "id": "0b97096a", - "metadata": {}, - "source": [ - "## Find Equilibrium Discount Factor\n", - "\n", - "Above, we exogenously calibrated the steady state level of government debt $B_{ss}$. $B_{ss}$ should be *owned* by someone, so in equilibrium our agents must want to hold the same level of assets as there are government bonds. To accomplish this, we specify a function that yields steady state asset holdings as a function of agents' discount factor $\\beta$, and another function that simply differences it with our target level of assets. The appropriate discount factor can then be found by performing a bounded search for a root of the difference function." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "ac7ec69c", - "metadata": {}, - "outputs": [], - "source": [ - "# Define function to compute steady-state aggregate assets as a function of the discount factor\n", - "def calc_SS_assets_from_discfac(beta):\n", - " HANK_dict[\"DiscFac\"] = beta # set the proposed discount factor\n", - " TempAgent = NewKeynesianConsumerType(\n", - " **HANK_dict, verbose=False\n", - " ) # make an AgentType instance\n", - " A_ss = TempAgent.compute_steady_state()[0] # compute steady state assets\n", - " return A_ss\n", - "\n", - "\n", - "# the \"gap\" is the distance between target assets and actual\n", - "def calc_asset_gap(beta):\n", - " return calc_SS_assets_from_discfac(beta) - A_target\n", - "\n", - "\n", - "# Discount factor takes value that generates the (calibrated) $B$\n", - "A_target = B_ss\n", - "DiscFac_star = optimize.brentq(calc_asset_gap, 0.85, 0.99)" - ] - }, - { - "cell_type": "markdown", - "id": "e2afbf98-bd36-4b98-a4a5-084b1bcff766", - "metadata": {}, - "source": [ - "## Make Agents with Calibrated Discount Factor\n", - "\n", - "Now that we have $\\beta^{*}$, we can make an AgentType instance that will be used for the general equilibrium analysis. We make an instance of the `NewKeynesianConsumerType` whose discount factor is $\\beta^{*}$. \n", - "\n", - "To verify that we did what we set out to do, we can check that the output goods market clears (output is accounted for by consumption and government spending) and that the asset market clears (retained assets are accounted for by government bonds). Both conditions should be very close to zero." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "dc28006a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Goods clearing condition: -2.0539125955565396e-15\n", - "Asset clearing condition: -4.8683279629813114e-14\n" - ] - } - ], - "source": [ - "# Create a HARK agent\n", - "HANK_dict[\"DiscFac\"] = DiscFac_star\n", - "Agent_GE = NewKeynesianConsumerType(**HANK_dict, verbose=False)\n", - "A_ss, C_ss = Agent_GE.compute_steady_state()\n", - "\n", - "# Verify market clearing conditions\n", - "print(\"Goods clearing condition:\", Y_ss - C_ss - G_ss)\n", - "print(\"Asset clearing condition:\", A_ss - B_ss)" - ] - }, - { - "cell_type": "markdown", - "id": "f7336168", - "metadata": {}, - "source": [ - "## Compute Jacobian Matrices\n", - "\n", - "A deep insight that has recently made a major impact on our ability to handle heterogeneous agents models with serious microeconomic heterogeneity is that, even when the microeconomic problems agents face are deeply nonlinear (in ways that are fundamentally important to their sense-making), deviations from the steady state of a macroeconomy populated by such agents tend to be very close to linear. That is, the macroeconomy can be linearized. \n", - "\n", - "In large part this is because the measured magnitude of aggregate shocks is tiny compared to the degree of microeconomic heterogeneity. Aggregate permanent income shocks, for example, are 100 times smaller than idiosyncratic shocks.\n", - "\n", - "Linearization makes it appropriate to calculate the dynamics of the model with response to 'MIT shocks,' as opposed to needing to develop more complicated functions. In technical terms, this means that the crucial (and only) thing we need from the micro model is its response to small future disturbances-- the Jacobian matrix.\n", - "\n", - "(We need to know the response to future shocks so that we can think coherently, for example, about monetary policy in which future movements in the Fed Funds rate are predictable, or where \"forward guidance\" is provided).\n", - "\n", - "HARK has a tool for calculating the Jacobian matrices that characterize consumption and asset responses to an exogenous *transitory* change in the interest factor (Rfree) or labor income (labor) that will occur in the future. This is accomplished with the `calc_jacobian` method, passing as arguments the name of the variable that will be changed and the maximum number of periods in the future that a (marginal) change could occur.\n", - "\n", - "The outputs of this method are objects that represent the sensitivity of aggregate consumption and asset holdings (respectively) in each period to the *advance knowledge* of an exogenous change in each parameter." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "ea09fc75", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time to compute Jacobians: 12.119 seconds.\n" - ] - } - ], - "source": [ - "# Time the computation of the Jacobian matrices\n", - "start = time.time()\n", - "\n", - "# Derivatives of consumption and assets wrt R\n", - "dCdR, dAdR = Agent_GE.calc_jacobian(\n", - " \"Rfree\", 300\n", - ") # Jacobians of consumption and assets w.r.t. interest factor changes up to 300 periods ahead\n", - "\n", - "# Derivatives with respect to after-tax labor income Z\n", - "dCdZ, dAdZ = Agent_GE.calc_jacobian(\n", - " \"labor\", 300\n", - ") # Jacobians of consumption and assets w.r.t. labor supply changes up to 300 periods ahead\n", - "\n", - "print(\"Time to compute Jacobians: {:.3f} seconds.\".format(time.time() - start))" - ] - }, - { - "cell_type": "markdown", - "id": "8461c6e2-31bb-483b-93ba-6444db38ebc5", - "metadata": {}, - "source": [ - "## Plot Jacobians\n", - "\n", - "To inspect the Jacobian matrix for aggregate consumption, we can plot some of its rows/columns, representing the consumption response to a change in the interest factor or labor income $T$ periods in the future." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ce169ef9", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(dCdR.T[0])\n", - "plt.plot(dCdR.T[30])\n", - "plt.plot(dCdR.T[50])\n", - "plt.legend(\n", - " [\n", - " r\"Change in $R$ right now\",\n", - " r\"Change in $R$ 30 periods ahead\",\n", - " r\"Change in $R$ 50 periods ahead\",\n", - " ]\n", - ")\n", - "plt.xlim(-2, 120)\n", - "plt.title(\"Consumption Response to Change in Interest Factor\")\n", - "plt.xlabel(\"Time\")\n", - "plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "6eff21bb", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(dCdZ.T[0])\n", - "plt.plot(dCdZ.T[20])\n", - "plt.plot(dCdZ.T[50])\n", - "plt.xlim(-2, 120)\n", - "plt.legend(\n", - " [\n", - " r\"Change in $Z$ right now\",\n", - " r\"Change in $Z$ 30 periods ahead\",\n", - " r\"Change in $Z$ 50 periods ahead\",\n", - " ]\n", - ")\n", - "plt.xlim(-2, 120)\n", - "plt.title(\"Consumption Response to Change in Labor Income\")\n", - "plt.xlabel(\"Time\")\n", - "plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "fe6feb98", - "metadata": {}, - "source": [ - "# Government Budget Constraint and Market Clearing\n", - "\n", - "We now need to specify the other blocks of this fiscal HANK model. The details of the model found [here](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) tell us that only the government budget constraint and the market clearing conditions need to be specified explicitly to capture the dynamics of the HANK model.\n", - "\n", - "The sequence space toolkit allows us to specify other blocks of the economy in a DYNARE-esque fashion as we simply need to write down the difference equations that define our model." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "b35ed9e0", - "metadata": {}, - "outputs": [], - "source": [ - "# Government Budget Constraint\n", - "@sj.simple\n", - "def fiscal(B, r, G, Y):\n", - " T = (1 + r) * B(-1) + G - B # total tax burden\n", - " Z = Y - T # after tax income\n", - " deficit = G - T\n", - " return T, Z, deficit\n", - "\n", - "\n", - "# Market Clearing Conditions\n", - "@sj.simple\n", - "def mkt_clearing(A, B, Y, C, G):\n", - " asset_mkt = A - B # asset market clearing\n", - " goods_mkt = Y - C - G # goods market clearing\n", - " return asset_mkt, goods_mkt" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "f5710651", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Store Jacobians in JacobianDict Object.\n", - "# This will capture behavior of heterogeneous hosueholds.\n", - "het_household_block = JacobianDict({\"C\": {\"Z\": dCdZ}, \"A\": {\"Z\": dAdZ}})" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "ffe65da0-7cea-4d60-9afe-f89adae896f8", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# SteadyStateDict:\n", - "# - Steady state values of each variable; we perturb around this steady state.\n", - "SteadyState_dict = SteadyStateDict(\n", - " {\n", - " \"asset_mkt\": 0.0,\n", - " \"goods_mkt\": 0.0,\n", - " \"deficit\": G_ss - T_ss,\n", - " \"B\": B_ss, # Gov. Debt\n", - " \"r\": r_ss, # Interest rate\n", - " \"G\": G_ss, # Gov. Spending\n", - " \"Y\": Y_ss, # Output\n", - " \"A\": B_ss, # Assets\n", - " \"C\": C_ss, # Consumption\n", - " \"Z\": Y_ss - T_ss, # Income (post-tax)\n", - " \"T\": T_ss, # Lump Sum Taxes\n", - " }\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "baceec7c-39e8-4af5-a6f1-4e9ffe9ddc90", - "metadata": {}, - "outputs": [], - "source": [ - "# Create the model by combining three blocks:\n", - "# (1) microeconomic responses to macroeconomic news (Jacobians)\n", - "# (2) fiscal authority behavior\n", - "# (3) market clearing conditions\n", - "HANK = sj.create_model([het_household_block, fiscal, mkt_clearing], name=\"HA Model\")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "8fecc81e-b97e-4463-af4a-d1d6864c1392", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Choose aggregate shock parameters for the simulation\n", - "T = 300 # <-- the length of the impulse response function\n", - "rho_G = 0.8 # peristence of shock\n", - "dG = 0.01 * rho_G ** np.arange(T)\n", - "shocks = {\"G\": dG}" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "6d321734-6686-4857-b95d-0a5988232696", - "metadata": {}, - "outputs": [], - "source": [ - "# Obtain impulse responses\n", - "unknowns_td = [\"Y\"] # unknowns to solve for\n", - "targets_td = [\"asset_mkt\"] # to clear target condition below\n", - "\n", - "# Solve for impulse responses to gov. spending shock (balanced budget)\n", - "irfs_G_lin = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, shocks\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "93a0c5fc", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Define a function that can plot impulse response functions\n", - "def show_irfs(\n", - " irfs_list,\n", - " variables,\n", - " labels=[\" \"],\n", - " ylabel=r\"Percentage points (dev. from ss)\",\n", - " T_plot=50,\n", - " figsize=(18, 6),\n", - "):\n", - " if len(irfs_list) != len(labels):\n", - " labels = [\" \"] * len(irfs_list)\n", - " n_var = len(variables)\n", - " fig, ax = plt.subplots(1, n_var, figsize=figsize, sharex=True)\n", - " for i in range(n_var):\n", - " # plot all irfs\n", - " for j, irf in enumerate(irfs_list):\n", - " ax[i].plot(irf[variables[i]][:50], label=labels[j])\n", - " ax[i].set_title(variables[i])\n", - " ax[i].set_xlabel(r\"$t$\")\n", - " if i == 0:\n", - " ax[i].set_ylabel(ylabel)\n", - " ax[i].legend()\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "523314a5", - "metadata": {}, - "source": [ - "## Government Spending Shock (Balanced Budget)\n", - "\n", - "The plot belows illustrate the impulse responses to a government spending shock that is completely funded by increases in taxes. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "d287b37c", - "metadata": {}, - "outputs": [ - { 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the Impulse Response Function\n", - "show_irfs([irfs_G_lin], [\"G\", \"Y\", \"T\"], labels=[\"balanced budget\"])" - ] - }, - { - "cell_type": "markdown", - "id": "d6b166b2", - "metadata": {}, - "source": [ - "## Government spending shock (deficit financed)\n", - "\n", - "Now let us produce the responses to a government spending shock when it is mostly deficit financed. \n", - "\n", - "To do so, we will shock government debt such that the cumulative sum of debt shock is equal to the cumulative sum of the increase in government spending." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "d4ccf0d0-b580-4070-af10-ebd8b7e5f5f4", - "metadata": {}, - "outputs": [], - "source": [ - "# Define a 'fiscal rule' to this government spending shock\n", - "# by specifying a shock to debt that will finance the gov. spending shock\n", - "rho_B = 0.9 # how fast to move back toward fiscal target\n", - "dB = np.cumsum(dG) * rho_B ** np.arange(T)\n", - "\n", - "# Debt-financed government spending means we shock both government spending and debt\n", - "shocks_B = {\"G\": dG, \"B\": dB}" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "2c700b65-a65a-4bd8-938a-97c0db92a028", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Solve for impulse responses\n", - "irfs_B_lin = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, shocks_B\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "332b34b6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show government spending, output, and taxes\n", - "show_irfs(\n", - " [irfs_G_lin, irfs_B_lin],\n", - " [\"G\", \"Y\", \"T\"],\n", - " labels=[\"balanced budget\", \"deficit financed\"],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "b0560df9-6428-4a31-921b-8637ef57107e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show the deficit and consumption\n", - "show_irfs(\n", - " [irfs_G_lin, irfs_B_lin],\n", - " [\"deficit\", \"C\"],\n", - " labels=[\"balanced budget\", \"deficit financed\"],\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "a06333f4-f3e6-4af7-923d-a1d211967aa3", - "metadata": {}, - "source": [ - "# Why does HANK matter?\n", - "\n", - "Let us compare deficit financed government spending responses in HANK vs TANK vs RANK.\n", - "\n", - "To do so, a representative agent and a two agent household block will be specified to produce a RANK and TANK model. \n" - ] - }, - { - "cell_type": "markdown", - "id": "0f74e008-a96e-4b5f-8e8f-5b518ef4948b", - "metadata": {}, - "source": [ - "## Specify a representative agent household\n", - "\n", - "The representative agent household solution can be expressed analytically; below are the difference equations (Euler equation and budget constraint) that define the representative agent problem." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "d6743a5c-797d-4ba6-b6ba-ba6a4bf471a7", - "metadata": {}, - "outputs": [], - "source": [ - "@sj.solved(\n", - " unknowns={\"C\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", - ") # solver=\"broyden_custom\")\n", - "def hh_ra(C, A, Z, eis, beta, r):\n", - " euler = (beta * (1 + r(+1))) ** (-eis) * C(+1) - C # RA euler equation\n", - " budget_constraint = (1 + r) * A(-1) + Z - C - A # RA budget constraint\n", - " MPC = 0\n", - " return euler, budget_constraint, MPC\n", - "\n", - "\n", - "# create RANK model where heterogeneous household block hh_ha is replaced with RA block 'hh_ra'\n", - "RANK = sj.create_model([hh_ra, fiscal, mkt_clearing], name=\"Representative agent model\")" - ] - }, - { - "cell_type": "markdown", - "id": "b238e64e-4a22-41c1-ac27-9034687f1854", - "metadata": {}, - "source": [ - "## Specify a Two Agent (TA) economy (Campbell-Mankiw)\n", - "\n", - "As in the rep. agent problem, the difference equations (euler equation and budget constraint) that define the two agent problem are analytically available." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "91f14ad6-9b3a-45a1-ab1a-e2d9fe989240", - "metadata": {}, - "outputs": [], - "source": [ - "# Deep in SSJ weeds, we need this object:\n", - "@sj.solved(\n", - " unknowns={\"C_RA\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", - ") # , solver=\"broyden_custom\")\n", - "\n", - "# household_twoagent:\n", - "def hh_ta(C_RA, A, Z, eis, beta, r, lam):\n", - " # consumption of infinitely lived household\n", - " euler = (beta * (1 + r(+1))) ** (-eis) * C_RA(+1) - C_RA\n", - " # hand to mouth agent consumes income Z\n", - " C_H2M = Z\n", - " # aggregate C is weighted sum of C of two types\n", - " C = (1 - lam) * C_RA + lam * C_H2M # lam is frac of hand to mouth households\n", - " # aggregate budget constraint\n", - " budget_constraint = (1 + r) * A(-1) + Z - C - A\n", - " MPC = 0\n", - " return euler, budget_constraint, C_H2M, C, MPC\n", - "\n", - "\n", - "# create TANK model where heterogeneous household is replaced with 'hh_ta'\n", - "TANK = sj.create_model([hh_ta, fiscal, mkt_clearing], name=\"Two agent model\")" - ] - }, - { - "cell_type": "markdown", - "id": "ceac82e9-de7c-4bc6-865b-acb6470cd2e2", - "metadata": {}, - "source": [ - "## Calibrate and find steady states of TANK and RANK models.\n", - "\n", - "Now that we have defined the representative agent and two agent models, we need to solve for a steady state in each model for which we will perturb around later to solve for dynamics." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "79c5ab27-ab2e-442c-812b-383df409bfdc", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# base dictionary for calibrating representative agent and two agent household.\n", - "calibration = {\n", - " \"eis\": 0.5, # EIS\n", - " \"G\": G_ss, # Government spending\n", - " \"B\": B_ss, # Government debt\n", - " \"Y\": Y_ss, # Output\n", - " \"r\": r_ss,\n", - "} # Number of productivity grid points" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "ad591df6-2229-4a26-bbf3-1cc5328048d4", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Rep Agent calibration\n", - "calibration_ra = calibration.copy()\n", - "calibration_ra[\"beta\"] = 1 / (1 + calibration_ra[\"r\"]) # for steady state consumption\n", - "calibration_ra[\"B\"] = calibration[\"B\"]\n", - "\n", - "unknowns_ra_ss = {\n", - " \"C\": 1.0,\n", - " \"A\": 0.8,\n", - "} # solve for two unknowns to clear the targets below\n", - "targets_ra_ss = {\"budget_constraint\": 0.0, \"asset_mkt\": 0.0}\n", - "\n", - "# solve for steady state for RANK model\n", - "ss_RANK = RANK.solve_steady_state(\n", - " calibration_ra, unknowns_ra_ss, targets_ra_ss, dissolve=[\"hh_ra\"]\n", - ") # solve steady state for RANK model" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "51819b72-9ba9-4a36-b240-72745a1c2579", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Two Agent calibration\n", - "calibration_ta = calibration_ra.copy() # dictionary for two agent block\n", - "calibration_ta[\"lam\"] = 0.25 # proportion of hand to mouth\n", - "unknowns_ta_ss = {\n", - " \"C_RA\": 1.0,\n", - " \"A\": 0.8,\n", - "} # solve for two unknowns to clear the targets below\n", - "\n", - "# solve for steady state for TANK model\n", - "ss_TANK = TANK.solve_steady_state(\n", - " calibration_ta, unknowns_ta_ss, targets_ra_ss, dissolve=[\"hh_ta\"]\n", - ") # solve steady state for TANK model" - ] - }, - { - "cell_type": "markdown", - "id": "3eb1f5d6-543d-4591-b4d9-7b4adef4e39c", - "metadata": { - "tags": [] - }, - "source": [ - "## Impulse responses to deficit financed G shocks:\n", - "### HANK vs TANK vs RANK" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "7238b86f-2033-40a6-a9f9-9fa31a4c02a1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "irfs_RANK = RANK.solve_impulse_linear(\n", - " ss_RANK, unknowns_td, targets_td, shocks_B\n", - ") # solve for impulse responses in RANK model\n", - "irfs_TANK = TANK.solve_impulse_linear(\n", - " ss_TANK, unknowns_td, targets_td, shocks_B\n", - ") # solve for impulse responses in TANK model\n", - "\n", - "# Plot irfs of HANK, RANK, and TANK\n", - "show_irfs(\n", - " [irfs_B_lin, irfs_RANK, irfs_TANK],\n", - " variables=[\"deficit\", \"Y\", \"C\"],\n", - " labels=[\"HANK\", \"RANK\", \"TANK\"],\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "147be7ca-01e9-4401-98b2-1a3747813ac5", - "metadata": {}, - "source": [ - "# Simulating time series" - ] - }, - { - "cell_type": "markdown", - "id": "e7168496-cd84-4627-9c44-3374adb5909d", - "metadata": {}, - "source": [ - "## Simulate deficit financed government spending shocks." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "b5c0769c-7cd4-4050-9a8e-8e303f5e80de", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "from estimation.routines import simulate\n", - "\n", - "outputs = [\"Y\", \"C\", \"deficit\", \"G\"] # aggregate variables to be simulated\n", - "\n", - "impulses_ha = {}\n", - "impulses_ra = {}\n", - "impulses_ta = {}\n", - "\n", - "shk_std = 0.001 # standard deviation of shock\n", - "rho_G = 0.8 # persistence of G shock\n", - "rho_B = 0.9 # persistence of Deficit shock\n", - "\n", - "dG = shk_std * 0.8 ** np.arange(T) # G Shock series\n", - "dB = np.cumsum(dG) * rho_B ** np.arange(T) # deficit shock series (fiscal rule)\n", - "\n", - "# own_shock captures AR shock process to deficit financed G spending\n", - "own_shock = {\"G\": shk_std * rho_G ** np.arange(T), \"B\": dB}\n", - "impulses_ha[\"ha\"] = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to HANK\n", - "impulses_ta[\"ta\"] = TANK.solve_impulse_linear(\n", - " ss_TANK, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to TANK\n", - "impulses_ra[\"ra\"] = RANK.solve_impulse_linear(\n", - " ss_RANK, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to RANK\n", - "\n", - "T_sim = 80 # simulate for 80 quarters\n", - "data_simul_ha = simulate(\n", - " list(impulses_ha.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in HANK\n", - "data_simul_ta = simulate(\n", - " list(impulses_ta.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in TANK\n", - "data_simul_ra = simulate(\n", - " list(impulses_ra.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in RANK" - ] - }, - { - "cell_type": "markdown", - "id": "e2a9f3f3-d75b-41dd-a2cf-56466a4d7d22", - "metadata": {}, - "source": [ - "# Comparing time series of HANK, TANK, and RANK" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "e3d57079-04c4-4567-80a0-10ac88c006ed", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(13, 5))\n", - "axes[0].plot(data_simul_ha[\"Y\"], c=\"blue\")\n", - "axes[0].plot(data_simul_ta[\"Y\"], c=\"green\")\n", - "axes[0].plot(data_simul_ra[\"Y\"], c=\"orange\")\n", - "axes[0].set_title(\"Output\")\n", - "axes[0].set_xlabel(\"Quarters\")\n", - "axes[1].plot(data_simul_ha[\"G\"], c=\"blue\")\n", - "axes[1].plot(data_simul_ta[\"G\"], c=\"green\")\n", - "axes[1].plot(data_simul_ra[\"G\"], c=\"orange\")\n", - "axes[1].set_title(\"Government Spending\")\n", - "axes[1].set_xlabel(\"Quarters\")\n", - "axes[2].plot(data_simul_ha[\"deficit\"], c=\"blue\")\n", - "axes[2].plot(data_simul_ta[\"deficit\"], c=\"green\")\n", - "axes[2].plot(data_simul_ra[\"deficit\"], c=\"orange\")\n", - "axes[2].set_title(\"Deficit\")\n", - "axes[2].set_xlabel(\"Quarters\")\n", - "fig.tight_layout()" - ] - } - ], - "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": "3.12.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 22604b86a7687d57696bd41040729df323e3b751 Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Thu, 2 Jan 2025 18:44:23 +1100 Subject: [PATCH 03/13] Update Include_list.txt Update TOC for examples --- Documentation/example_notebooks/Include_list.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Documentation/example_notebooks/Include_list.txt b/Documentation/example_notebooks/Include_list.txt index 79beabd2c..5d6c14f9c 100644 --- a/Documentation/example_notebooks/Include_list.txt +++ b/Documentation/example_notebooks/Include_list.txt @@ -11,4 +11,4 @@ examples/Journeys/Journey-PhD.ipynb examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb examples/ConsNewKeynesianModel/Jacobian_Example.ipynb examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb -examples/ConsNewKeynesianModel/SSJ_example.ipynb \ No newline at end of file +examples/ConsNewKeynesianModel/SSJ_explanation.ipynb From 1d0fde458d0f0d84e49b70c3acb744809ef2500c Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 12:13:28 +1100 Subject: [PATCH 04/13] Delete examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb --- .../HANKFiscal_example.ipynb | 1034 ----------------- 1 file changed, 1034 deletions(-) delete mode 100644 examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb diff --git a/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb b/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb deleted file mode 100644 index aa43b34ff..000000000 --- a/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb +++ /dev/null @@ -1,1034 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "9aff8c24", - "metadata": {}, - "source": [ - "# Fiscal Policy in a HANK model using HARK and SSJ\n", - "\n", - "By William Du (wdu9@jhu.edu) \n", - "\n", - "- This notebook demonstrates how HARK and the SSJ toolkit can be combined to the canonical HANK model with fiscal policy \n", - "- Content here builds on the excellent foundation of this [SSJ notebook](https://github.com/shade-econ/nber-workshop-2022/blob/main/Tutorials/Tutorial%201%20Fiscal%20Policy.ipynb) \n", - "\n", - "## HARK Solves for the Microeconomic Steady State\n", - "\n", - "Essentially all structural micro models are Bellman problems\n", - "\n", - "HARK is designed to solve difficult micro Bellman problems with\n", - "- uncertainty\n", - "- nondifferentiable constraints (e.g., liquidity)\n", - "- discontinuities\n", - "- and other challenging features\n", - "\n", - "HARK has a library of reproducible solved models:\n", - "- Lifecycle models\n", - "- Discrete-continuous choice\n", - " - e.g. retirement and consumption\n", - " - lumpy durable goods purchases\n", - "- Portfolio choice\n", - " - between risky and safe, liquid and illiquid\n", - "- Labor supply decisions \n", - "- And particularly problems where agents have several choices:\n", - " - e.g., consumption and portfolio choice\n", - "
\n", - "\n", - "## SSJ toolkit takes micro soln as input, and calculates macro\n", - "\n", - "- SSJ was created to solve HANK models\n", - " - given the solution to the steady state of a micro model\n", - "\n", - "- Its big insight: Solving the microeconomic model (in steady state) can be *independent* of working out macroeconomic dynamics\n", - "\n", - "## HARK $\\rightarrow$ SSJ lets us solve macro models with rich micro realism" - ] - }, - { - "cell_type": "markdown", - "id": "bf4b8cce", - "metadata": {}, - "source": [ - "# Model\n", - "\n", - "We illustrate here using a HANK model from the [lecture slides](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) from the SSJ authors' heterogeneous agent workshop.\n", - "\n", - "## Model features\n", - "\n", - "- Households:\n", - " - Have access to a riskfree asset for saving/borrowing\n", - " - Face realistically calibrated idiosyncratic income shocks\n", - "\n", - "- Macro:\n", - " - Sticky wages\n", - " - Government budget constraint:\n", - " - Expenditures: Unemployment insurance system\n", - " - Taxes: labor income\n", - " - Fiscal rule: Debt to GDP ratio\n" - ] - }, - { - "cell_type": "markdown", - "id": "f10546d3", - "metadata": {}, - "source": [ - "## Bringing Model to Code\n", - "\n", - "We first import\n", - "- some basic, commonly used numerical tools (e.g. numpy and scipy)\n", - "- a NewKeynesianConsumerType from HARK\n", - "- the SSJ toolkit" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "49d75e2d", - "metadata": {}, - "outputs": [], - "source": [ - "# Basic scientific tools\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import time\n", - "from scipy import optimize\n", - "\n", - "# HARK agents\n", - "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType\n", - "\n", - "# Sequence space Jacobian toolkit\n", - "from sequence_jacobian.classes import JacobianDict, SteadyStateDict\n", - "import sequence_jacobian as sj # SSJ will allow us to define blocks, models, compute IRFs, etc" - ] - }, - { - "cell_type": "markdown", - "id": "b676fc68", - "metadata": {}, - "source": [ - "### Calibrate Steady State Values\n", - "\n", - "Next, we calibrate the steady state values of some outcomes, and calculate a few values implied by them." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "3fa9a283", - "metadata": {}, - "outputs": [], - "source": [ - "# Steady state calibration\n", - "r_ss = 0.03 # Interest rate\n", - "G_ss = 0.2 # Government spending\n", - "B_ss = 0.2 # Government debt (bonds)\n", - "Y_ss = 1.0 # Output\n", - "\n", - "# steady state relations\n", - "T_ss = G_ss + r_ss * B_ss # Lump sum taxes to keep debt constant\n", - "Z_ss = Y_ss - T_ss # After tax labor income\n", - "F_ss = G_ss - T_ss # Government budget deficit" - ] - }, - { - "cell_type": "markdown", - "id": "9373f1a5-7bfc-4ceb-b04b-f16110b7344a", - "metadata": {}, - "source": [ - "### Micro Agent Parameters\n", - "\n", - "Microeconomic agents in HARK have a rich set of parameters wired into them by default.\n", - "\n", - "We need only specify the parameters whose values we want to highlight" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "e4a84511", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "HANK_dict = {\n", - " \"Rfree\": 1.0 + r_ss, # Interest factor on assets\n", - " \"tax_rate\": [0.0], # Assume that labor here is actually after tax income\n", - " \"labor\": [Z_ss], # Will be solving the micro model in steady state\n", - " \"UnempPrb\": 0.0, # Probability of unemployment while working\n", - " \"IncUnemp\": 0.0, # Unemployment benefits replacement rate\n", - "}" - ] - }, - { - "cell_type": "markdown", - "id": "0b97096a", - "metadata": {}, - "source": [ - "## Find Equilibrium Discount Factor\n", - "\n", - "Above, we exogenously calibrated the steady state level of government debt $B_{ss}$. $B_{ss}$ should be *owned* by someone, so in equilibrium our agents must want to hold the same level of assets as there are government bonds. To accomplish this, we specify a function that yields steady state asset holdings as a function of agents' discount factor $\\beta$, and another function that simply differences it with our target level of assets. The appropriate discount factor can then be found by performing a bounded search for a root of the difference function." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "ac7ec69c", - "metadata": {}, - "outputs": [], - "source": [ - "# Define function to compute steady-state aggregate assets as a function of the discount factor\n", - "def calc_SS_assets_from_discfac(beta):\n", - " HANK_dict[\"DiscFac\"] = beta # set the proposed discount factor\n", - " TempAgent = NewKeynesianConsumerType(\n", - " **HANK_dict, verbose=False\n", - " ) # make an AgentType instance\n", - " A_ss = TempAgent.compute_steady_state()[0] # compute steady state assets\n", - " return A_ss\n", - "\n", - "\n", - "# the \"gap\" is the distance between target assets and actual\n", - "def calc_asset_gap(beta):\n", - " return calc_SS_assets_from_discfac(beta) - A_target\n", - "\n", - "\n", - "# Discount factor takes value that generates the (calibrated) $B$\n", - "A_target = B_ss\n", - "DiscFac_star = optimize.brentq(calc_asset_gap, 0.85, 0.99)" - ] - }, - { - "cell_type": "markdown", - "id": "e2afbf98-bd36-4b98-a4a5-084b1bcff766", - "metadata": {}, - "source": [ - "## Make Agents with Calibrated Discount Factor\n", - "\n", - "Now that we have $\\beta^{*}$, we can make an AgentType instance that will be used for the general equilibrium analysis. We make an instance of the `NewKeynesianConsumerType` whose discount factor is $\\beta^{*}$. \n", - "\n", - "To verify that we did what we set out to do, we can check that the output goods market clears (output is accounted for by consumption and government spending) and that the asset market clears (retained assets are accounted for by government bonds). Both conditions should be very close to zero." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "dc28006a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Goods clearing condition: -2.0539125955565396e-15\n", - "Asset clearing condition: -4.8683279629813114e-14\n" - ] - } - ], - "source": [ - "# Create a HARK agent\n", - "HANK_dict[\"DiscFac\"] = DiscFac_star\n", - "Agent_GE = NewKeynesianConsumerType(**HANK_dict, verbose=False)\n", - "A_ss, C_ss = Agent_GE.compute_steady_state()\n", - "\n", - "# Verify market clearing conditions\n", - "print(\"Goods clearing condition:\", Y_ss - C_ss - G_ss)\n", - "print(\"Asset clearing condition:\", A_ss - B_ss)" - ] - }, - { - "cell_type": "markdown", - "id": "f7336168", - "metadata": {}, - "source": [ - "## Compute Jacobian Matrices\n", - "\n", - "A deep insight that has recently made a major impact on our ability to handle heterogeneous agents models with serious microeconomic heterogeneity is that, even when the microeconomic problems agents face are deeply nonlinear (in ways that are fundamentally important to their sense-making), deviations from the steady state of a macroeconomy populated by such agents tend to be very close to linear. That is, the macroeconomy can be linearized. \n", - "\n", - "In large part this is because the measured magnitude of aggregate shocks is tiny compared to the degree of microeconomic heterogeneity. Aggregate permanent income shocks, for example, are 100 times smaller than idiosyncratic shocks.\n", - "\n", - "Linearization makes it appropriate to calculate the dynamics of the model with response to 'MIT shocks,' as opposed to needing to develop more complicated functions. In technical terms, this means that the crucial (and only) thing we need from the micro model is its response to small future disturbances-- the Jacobian matrix.\n", - "\n", - "(We need to know the response to future shocks so that we can think coherently, for example, about monetary policy in which future movements in the Fed Funds rate are predictable, or where \"forward guidance\" is provided).\n", - "\n", - "HARK has a tool for calculating the Jacobian matrices that characterize consumption and asset responses to an exogenous *transitory* change in the interest factor (Rfree) or labor income (labor) that will occur in the future. This is accomplished with the `calc_jacobian` method, passing as arguments the name of the variable that will be changed and the maximum number of periods in the future that a (marginal) change could occur.\n", - "\n", - "The outputs of this method are objects that represent the sensitivity of aggregate consumption and asset holdings (respectively) in each period to the *advance knowledge* of an exogenous change in each parameter." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "ea09fc75", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time to compute Jacobians: 12.119 seconds.\n" - ] - } - ], - "source": [ - "# Time the computation of the Jacobian matrices\n", - "start = time.time()\n", - "\n", - "# Derivatives of consumption and assets wrt R\n", - "dCdR, dAdR = Agent_GE.calc_jacobian(\n", - " \"Rfree\", 300\n", - ") # Jacobians of consumption and assets w.r.t. interest factor changes up to 300 periods ahead\n", - "\n", - "# Derivatives with respect to after-tax labor income Z\n", - "dCdZ, dAdZ = Agent_GE.calc_jacobian(\n", - " \"labor\", 300\n", - ") # Jacobians of consumption and assets w.r.t. labor supply changes up to 300 periods ahead\n", - "\n", - "print(\"Time to compute Jacobians: {:.3f} seconds.\".format(time.time() - start))" - ] - }, - { - "cell_type": "markdown", - "id": "8461c6e2-31bb-483b-93ba-6444db38ebc5", - "metadata": {}, - "source": [ - "## Plot Jacobians\n", - "\n", - "To inspect the Jacobian matrix for aggregate consumption, we can plot some of its rows/columns, representing the consumption response to a change in the interest factor or labor income $T$ periods in the future." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ce169ef9", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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lSnr37s1TTz1Ft27diImJYerUqRQVFTls11ZHlU2z7ePp06errIeyy9mU/wzZGh/aPkPOlM/Zfa2t2r6vZdX2u2fjzHfqtddeY+LEifTv35+vv/6a3377jY0bNzJy5EiH5apaZ/k6tu1HZd+L8tNOnDhBeno6FoulQl0fP368znXtzH7Xd53l97s6td3Pyj4jJ06c4Pvvv6/w+m7dugHY13HLLbfwwQcfcPjwYa655hoiIyPp378/S5YsqdN+l9WlSxf69u3rcAOYPHky//jHP7jyyiv5/vvvWb9+PRs3bqRXr14O9XPy5Mk6N4Q9c+YMSqlaHQ/c1eOtsXlM7wyj0cjw4cP56aefOHr0aI0fBtuXLiUlpcKyf/31FxEREbUug8lkYvLkyUyePJn09HR++eUXnnrqKS655BKOHDli/0EtKCio8FpXRuRlnThxosK048ePA5UfzGpStt7Kq2u9VcfX19d+MDjvvPMYNmwY3bp146GHHmL06NEEBgYSERGBpmmsXr3aoVeATdlpPXr0YP78+Sil2LZtGx999BHTp0/Hz8+PJ554wr6crY7KKl9v4eHhVdYDUKe6qKl8tdnX2qjP96G2373a+OSTTxg6dCizZ892mJ6VlVWn9dn2s7rvhU1ERATh4eFV9ioJCgqqUxmamtruZ2U9CCIiIujZsycvvPBCpeso29Xytttu47bbbiMnJ4dVq1YxdepURo8ezZ9//klcXFw99qRyn3zyCePGjeNf//qXw/RTp045dHNu2bKlPctYWy1atMBgMNTqeOCVPTEq4TGZCNAzAUop7rzzzkoHIyoqKuL7778H4MILLwT0D1hZGzduZNeuXQwfPrxeZQkNDeXaa6/lvvvuIy0tzT5wSrt27UhNTXU4iBUWFrJ48eJ6ba8qWVlZfPfddw7T5s2bh8Fg4IILLgBq969l4MCB+Pn5Vai3o0eP2tP7DSk8PJyXXnqJEydO8OabbwIwevRolFIcO3aswj+Rvn370qNHjwrr0TSNXr168frrrxMaGkpSUpLD/KVLlzq8RyUlJXz++ee0b9/e/iM5fPhwli1bZj9I2Hz88cf4+/s7dE2trarKV5d9Lauq97q+34fafPdqQ9O0CoHRtm3bKpwqclanTp2Iioriiy++cJienJzM2rVrHaaNHj2a06dPU1JSUmldd+rUqU5lcJeqsh2u2M/Ro0fzxx9/0L59+0rXUdl4DQEBAYwaNYqnn36awsJCduzYYS8nOHc8ckZln6GFCxdy7Ngxh2mjRo3izz//ZNmyZVWuq6qyBQQE0L9/fxYsWOAwz2q18sknn9CmTZsKp4CaC4/JRID+Azd79mzuvfde+vTpw8SJE+nWrRtFRUVs2bKFd999l+7duzNmzBg6derEXXfdxZtvvonBYGDUqFEcOnSIf/zjH8TGxvLwww/Xevtjxoyx91Vu2bIlhw8fZubMmcTFxdGhQwcArr/+ep599lluuOEGpkyZQn5+Pm+88QYlJSWurg5A/9GdOHEiycnJdOzYkR9//JE5c+YwceJE+3nZoKAg4uLi+N///sfw4cMJCwsjIiKi0oFeQkND+cc//sFTTz3FuHHjGDt2LKdPn+a5557D19eXqVOnNsh+lDVu3Dhee+01XnnlFe677z4GDRrEXXfdxW233camTZu44IILCAgIICUlhTVr1tCjRw8mTpzIDz/8wKxZs7jyyitJSEhAKcWCBQtIT09nxIgRDtuIiIjgwgsv5B//+AcBAQHMmjWL3bt3O5xGmTp1qv1c8LPPPktYWBiffvopCxcuZMaMGYSEhNRqv5wpn7P7WhVbkPGf//yH8ePHYzab6dSpU72/D7X57tXG6NGjef7555k6dSpDhgxhz549TJ8+nfj4eIqLi2u1LgCDwcBzzz3H3XffzbXXXsvtt99Oeno6zz33HNHR0RgMZ/833XDDDXz66adceumlPPjgg/Tr1w+z2czRo0dZvnw5V1xxBVdddVWty+AuPXr0YMGCBcyePZs+ffpgMBjo27evS/Zz+vTpLFmyhPPPP59JkybRqVMn8vPzOXToED/++CNvv/02bdq04c4778TPz49BgwYRHR3N8ePHefHFFwkJCeG8884D9PEeAN59912CgoLw9fUlPj6+TplT0D9DH330EZ07d6Znz55s3ryZl19+uULG7KGHHuLzzz/niiuu4IknnqBfv37k5eWxcuVKRo8ezbBhw6o9Vr744ouMGDGCYcOG8eijj2KxWJg1axZ//PEHn332WbPJPFTgpgad9bJ161Y1fvx41bZtW2WxWFRAQIA655xz1LPPPuvQVcjWL75jx47KbDariIgIdfPNN1c5TkR55XtavPrqq+r8889XERERymKxqLZt26oJEyaoQ4cOObzuxx9/VL1791Z+fn4qISFB/fe//612nIiyyvaHL8vWSrtsF0RbuVesWKH69u2rfHx8VHR0tHrqqacqtFr+5Zdf1DnnnKN8fHycGifivffeUz179lQWi0WFhISoK664wt4Cu2z9BAQEVKi3yva1MlXVu1JKLVy4UAEOXUU/+OAD1b9/fxUQEKD8/PxU+/bt1bhx49SmTZuUUnp3wbFjx6r27dsrPz8/FRISovr161dhXAdbvc+aNUu1b99emc1m1blzZ/Xpp59WKMf27dvVmDFjVEhIiLJYLKpXr14V+rRX9t4odfa9tC3vbPmc2dfqPPnkkyomJkYZDIZKx4mo6ftQHWe/e7bxBsobMmSIGjJkiP15QUGBevTRR1Xr1q2Vr6+vOvfcc9W3335b4btX1fdCKVVpa/p3331XJSYmKovFojp27Kg++OADdcUVV6hzzjnHYbmioiL1yiuv2MfkCAwMVJ07d1Z33313hXFZyqtunIia9rsq5Y8Jzn62lFIqLS1NXXvttSo0NFRpmuZQNmf3s6ryK6X3XJg0aZKKj49XZrNZhYWFqT59+qinn37a3sNs7ty5atiwYapVq1bKYrGomJgY9fe//73CmA0zZ85U8fHxymg01nuciDNnzqgJEyaoyMhI5e/vrwYPHqxWr15daZ2fOXNGPfjgg6pt27bKbDaryMhIddlllzl0Ba3qWKnU2XEibN/LAQMGqO+//75W5fU2mlJKNWLMIlxo6NChnDp1ij/++MPdRfEomqZx33338d///tfdRRGNJD09nY4dO3LllVfKcOpCuJBHnc4QQoiaHD9+nBdeeIFhw4YRHh7O4cOHef3118nKyuLBBx90d/GE8CoSRAghvIqPjw+HDh3i3nvvJS0tzd4I9u2337Z3SRRCuIaczhBCCCFEnXhUF08hhBBCNB0SRAghhBCiTiSIEEIIIUSdONWw0mq18tdffxEUFNR8B9QQQgghPIxSiqysLGJiYhwGW3MVp4KIv/76q8KVDIUQQgjhGY4cOeLS697YOBVE2C7QcuTIEYKDg11eCCGEEEK4XmZmJrGxsQ12QTmnggjbKYzg4GAJIoQQQggP01BNEaRhpRBCCCHqRIIIIYQQQtSJBBFCCCGEqBO5doYQHqykpISioiJ3F0MI4SZmsxmj0ei27UsQIYQHUkpx/Phx0tPT3V0UIYSbhYaGEhUV5ZZxnCSIEMID2QKIyMhI/P39ZRA4IZohpRS5ubmkpqYCEB0d3ehlkCBCCA9TUlJiDyDCw8PdXRwhhBv5+fkBkJqaSmRkZKOf2pCGlUJ4GFsbCH9/fzeXRAjRFNiOBe5oHyVBhBAeSk5hCCHAvccCCSKEEEIIUScSRAghhBCiTiSIEEIIIUSdSBAhnKeUfhP1klec5+4iNHlDhw7loYcecncx6qwplr8uZWqK+yGaFgkihPO+uAX+ex4U5rq7JB7rk52fMGDeANYeW+vuorjV8ePHeeCBB0hISMDHx4fY2FjGjBnD0qVL3V00l1iwYAHPP/98vddzwQUXoGkamqZhsVjo0qUL8+bNc2uZypIgQ0gQIZy3bxmc3gsn/nB3STzW9lPbsSora/9qvkHEoUOH6NOnD8uWLWPGjBls376dRYsWMWzYMO677z53F88lwsLCCAoKqtc6lFJs3bqVV155hZSUFPbs2cPIkSMZN24cBw8edHo9hYWFLiuTEOVJECGcp0r0+9P73VsOD2ZVVgAOZx12c0nc595770XTNDZs2MC1115Lx44d6datG5MnT+a3336zL2e1WnnssccICwsjKiqKadOmOaxn0aJFDB48mNDQUMLDwxk9ejT79zt+NocOHcqkSZOqXE9WVhY33XQTAQEBREdH8/rrr1f4d62UYsaMGSQkJODn50evXr346quvqt3H8uuoqRyV2bt3L1lZWYwcOZKoqCji4+OZMGECJSUl7Nmzp9pt33///UyePJmIiAhGjBhRaZmc2Xeo+n249dZbWblyJf/5z3/s2ZJDhw5VWaaa9r+goIBJkyYRGRmJr68vgwcPZuPGjfb533//PaGhoVit+ndo69ataJrGlClT7MvcfffdjB07ttp6Fa4lQYRwntUWROxzbzk8WElpIJacmezS9SqlyC0sdstN1aKdTFpaGosWLeK+++4jICCgwvzQ0FD747lz5xIQEMD69euZMWMG06dPZ8mSJfb5OTk5TJ48mY0bN7J06VIMBgNXXXWV/UfGmfVMnjyZX3/9le+++44lS5awevVqkpKSHF7/zDPP8OGHHzJ79mx27NjBww8/zM0338zKlSud3m9n9qe8zZs306JFC7p27QrA0aNHefrpp/Hx8aFHjx41bstkMvHrr7/yzjvvVLqMM/teXbn/85//MHDgQO68805SUlJISUkhNja2zvv/2GOP8fXXXzN37lySkpJITEzkkksuIS0tDdBP7WRlZbFlyxYAVq5cSUREhMP7sGLFCoYMGVJt3QjXkmGvhfNsmYg0yUTUlS0TcSTrCCXWEowG1wxRm1dUQtdnF7tkXbW1c/ol+FucO5Ts27cPpRSdO3eucdmePXsydepUADp06MB///tfli5dav9nfc011zgs//777xMZGcnOnTvp3r17jesZMGAAc+fOZd68eQwfPhyADz/8kJiYGPtrc3JyeO2111i2bBkDBw4EICEhgTVr1vDOO+/U6gerpv0pLykpiYyMDIKCgrBareTl5eHn58fbb79N69atq91WYmIiM2bMqHJ+VlZWjfvuTLktFgv+/v5ERUXVa/9zcnKYPXs2H330EaNGjQJgzpw5LFmyhPfff58pU6YQEhJC7969WbFiBX369GHFihU8/PDDPPfcc2RlZZGTk8Off/7J0KFDayyLcB3JRAjnKAWlP4ByOqPubJmIImsRKTkpbi5N47NlLZwZYa9nz54Oz6Ojo+0XGgLYv38/N954IwkJCQQHBxMfHw9AcnKyU+s5cOAARUVF9OvXzz4vJCSETp062Z/v3LmT/Px8RowYQWBgoP328ccfVzh1Ut/9KW/z5s3cd999bN26lVWrVjFkyBAefPBBbr311hq31bdv32rnO7PvdS13Vapbz/79+ykqKmLQoEH2+WazmX79+rFr1y77tKFDh7JixQqUUqxevZorrriC7t27s2bNGpYvX06rVq2cClCF60gmQjhHlUkRpx3QgwoZdrnWrGXqMTkzmTZBbVyyXj+zkZ3TL3HJuuqybWd16NABTdPYtWsXV155ZbXLms1mh+eapjmcqhgzZgyxsbHMmTOHmJgYrFYr3bt3tzckrGk9VQU0ZU/P2La3cOHCCv/+fXx8qi1/bfenvC1btnDXXXeRmJgIwKxZs+jRowd33XWXPWCqSmWnispyZt/rWu6qVLee6spTdtrQoUN5//33+f333zEYDHTt2pUhQ4awcuVKzpw5I6cy3EAyEcI5tvYQAIXZkH3CfWXxYLZMBLi2caWmafhbTG651Wbc/rCwMC655BLeeustcnJyKsxPT093aj2nT59m165dPPPMMwwfPpwuXbpw5swZp8sB0L59e8xmMxs2bLBPy8zMZO/evfbnXbt2xcfHh+TkZBITEx1u1Z3/r68DBw6Qnp7ucFqma9euJCYm8tlnn9V7/c7suzMsFgslJSU1L1iDxMRELBYLa9assU8rKipi06ZNdOnSxT7N1i5i5syZDBkyBE3TGDJkCCtWrJD2EG4iQYRwjip3oJBTGnVS9h/c4czm2UNj1qxZlJSU0K9fP77++mv27t3Lrl27eOONN+ztDmrSokULwsPDeffdd9m3bx/Lli1j8uTJtSpHUFAQ48ePZ8qUKSxfvpwdO3Zw++23YzAY7IFRUFAQjz76KA8//DBz585l//79bNmyhbfeeou5c+fWet+dtXnzZkwmEx07dnSYPmLECL755pt6r9+ZfXdGu3btWL9+PYcOHeLUqVN1ylCAnjmZOHEiU6ZMYdGiRezcuZM777yT3NxcJkyYYF/O1i7ik08+sbd9uOCCC0hKSpL2EG4iQYRwjrVcECGNK+vEIRPRTIOI+Ph4kpKSGDZsGI888gjdu3dnxIgRLF26lNmzZzu1DoPBwPz589m8eTPdu3fn4Ycf5uWXX651WV577TUGDhzI6NGjueiiixg0aBBdunTB19fXvszzzz/Ps88+y4svvkiXLl245JJL+P7772s8pVAfSUlJdOzYEYvF4jB9xIgRbN68maNHj9Z7G87se00effRRjEYjXbt2pWXLlhXao9TGSy+9xDXXXMMtt9zCueeey759+1i8eDEtWrRwWG7YsGGUlJTYAwZbD5aWLVs6ZC1E49CUE/2zMjMzCQkJISMjg+Dg4MYol2hq8jPgpbZnnw96CEY857bieKpbF93K5hObAWgb1JaFVy+s9Try8/M5ePAg8fHxtTrgi5rl5OTQunVrXn31VYd/wM1Bc953T1fdMaGhf7+lYaVwTvlMhIwVUSdlG1Yeyz5GkbUIs8FczStEQ9qyZQu7d++mX79+ZGRkMH36dACuuOIKN5es4TXnfReuI0GEcE6F0xkH3FMOD1f2dEaJKuFY1jHahbRzX4EEr7zyCnv27MFisdCnTx9Wr15NRESEu4vVKJrzvgvXkCBCOKd8w8q0A2C1gkGa1dRG+YZnyVnJEkS40TnnnMPmzZvdXQy3aM77LlxHfgGEc2yZCM0IBjMU50PmMfeWyQPZMhF+Jj+g+TauFEJ4BwkihHNsmQijGVrE6Y+lh0at2dpExIfoLfsliBBCeDIJIoRzymYiwvUR9GSsiNqzZSIkiBBCeAMJIoRzbL0KDEYIa68/lsaVtWbLRCSEJACuv5qnEEI0JgkihHPsmQgDhOs/gNLNs/bKn85IyUmhoKTAnUUSQog6kyBCOMfWJsIgpzPqo9haDEBLv5YEmANQKI5kHnFzqYQQom4kiBDOKdsmwnY648whKCl2W5E8kS0TYdSMxAXrDVRdeSEuIYRoTBJECOeU/oPGYITg1mDyBWsRZMi/6NqwNaw0GAzEBelBhLSLEEJ4KgkihHPspzNM+gBTLUovPiSnNGqlbCaibbB+LRLpoSGE8FQSRAjn2EZa1Eo/MuG2HhoSRNSGPROhGc6ezpAgQgjhoSSIEM4p27ASzgYRkomolcraRMjpjIqGDh3KQw895O5i1Jmnl7+xuaq+Grre3fm+NtXPlAQRwjllG1ZCmbEiJIiojcoyEal5qeQW5bqzWI3u+PHjPPDAAyQkJODj40NsbCxjxoxh6dKl7i6aSyxYsIDnn3++3uu54IIL0DQNTdOwWCx06dKFefPmVfua2bNn07NnT4KDgwkODmbgwIH89NNPFZabNWuW/dLRtotvuYur6ks0PgkihHOqzETIWBG1UTYTEeITQohPCABHsppPA9VDhw7Rp08fli1bxowZM9i+fTuLFi1i2LBh3Hfffe4unkuEhYURFBRUr3Uopdi6dSuvvPIKKSkp7Nmzh5EjRzJu3DgOHjxY5evatGnDSy+9xKZNm9i0aRMXXnghV1xxBTt27LAv8/nnn/PQQw/x9NNPs2XLFv72t78xatQokpMbPytWWFjokvoS7iFBhHBO+UyEbayI9GQoLnRPmTyQLYgwlLYtsWUjDmUecleRGt29996Lpmls2LCBa6+9lo4dO9KtWzcmT57Mb7/9Zl/OarXy2GOPERYWRlRUFNOmTXNYz6JFixg8eDChoaGEh4czevRo9u93zIwNHTqUSZMmVbmerKwsbrrpJgICAoiOjub111+vkDZWSjFjxgwSEhLw8/OjV69efPXVV9XuY/l11FSOyuzdu5esrCxGjhxJVFQU8fHxTJgwgZKSEvbs2VPl68aMGcOll15Kx44d6dixIy+88AKBgYEOdfvaa68xYcIE7rjjDrp06cLMmTOJjY1l9uzZ1e7T/fffz/3332+v82eeeQalVK3qyraeyZMnExERwYgRIyrUV0FBAZMmTSIyMhJfX18GDx7Mxo0bHdaTk5PDuHHjCAwMJDo6mldffbVCmb/66it69OiBn58f4eHhXHTRReTk5FS6f858nqDmz2VNdeDMdpzZt6ZCggjhHHsmovQjE9gKLIH6cNhnDrmtWJ6mpDQYM5YGY7ZunvVuXKkUFOa451bmR6QmaWlpLFq0iPvuu4+AgIAK80NDQ+2P586dS0BAAOvXr2fGjBlMnz6dJUuW2Ofn5OQwefJkNm7cyNKlSzEYDFx11VUVLrde3XomT57Mr7/+ynfffceSJUtYvXo1SUlJDq9/5pln+PDDD5k9ezY7duzg4Ycf5uabb2blypVO77cz+1Pe5s2badGiBV27dgXg6NGjPP300/j4+NCjRw+ntllSUsL8+fPJyclh4MCBgP7Pf/PmzVx88cUOy1588cWsXbu2xn0wmUysX7+eN954g9dff5333nvPPt/ZurKt59dff+Wdd96psJ3HHnuMr7/+mrlz55KUlERiYiKXXHIJaWlp9mWmTJnC8uXL+eabb/j5559ZsWKFw6XNU1JSGDt2LLfffju7du1ixYoVXH311Q5BT1mu+Dw5UwfObKemfWtSlBMyMjIUoDIyMpxZXHijPYuVmhqs1NsXnJ32zhB92o5v3VYsT9N7bm/V/aPu6nj2caWUUnO2zVHdP+qupqyc4vQ68vLy1M6dO1VeXt7ZiQXZ+nvhjltBttNlX79+vQLUggULql1uyJAhavDgwQ7TzjvvPPX4449X+ZrU1FQFqO3btzu1nszMTGU2m9WXX35pn5eenq78/f3Vgw8+qJRSKjs7W/n6+qq1a9c6rGPChAlq7Nix1Zbfto667s+jjz6qDAaDCggIUH5+fgpQfn5+6sMPP6zyNTbbtm1TAQEBymg0qpCQELVw4UL7vGPHjilA/frrrw6veeGFF1THjh2r3acuXbooq9Vqn/b444+rLl26KKWcr6shQ4ao3r17V1h32To3m83q008/tc8vLCxUMTExasaMGUoppbKyspTFYlHz58+3L3P69Gnl5+dnX8/mzZsVoA4dOlTlPlWntp+n2tRBddtxZt/Kq/SYUKqhf78lEyGcU75NBECrbvr9iZ2NXx4PVaz0QbuMpfXYsUVHAPae2eu2MjUmVfovUNO0Gpft2bOnw/Po6GhSU1Ptz/fv38+NN95IQkICwcHBxMfrY5eUP69f1XoOHDhAUVER/fr1s88LCQmhU6dO9uc7d+4kPz+fESNGEBgYaL99/PHHlaa667M/5W3evJn77ruPrVu3smrVKoYMGcKDDz7IrbfeWuO2OnXqxNatW/ntt9+YOHEi48ePZ+dOx+9p+fdAKVXj+zJgwACHZQYOHMjevXspKSmpVV317du3ym3s37+foqIiBg0aZJ9mNpvp168fu3btsi9TWFhoz66A3g6l7HvXq1cvhg8fTo8ePbjuuuuYM2cOZ86cqXa79fk8gXOfl5q248y+NSUmdxdAeAjbiJVa2SCiu35/4o/GL48HsrWHgLOnM2xBxKGMQxSWFGIxWuq2crM/PPVXvctY5207qUOHDmiaxq5du7jyyiurX63Z7PBc0zSHlO+YMWOIjY1lzpw5xMTEYLVa6d69O4WFhU6tp6qARpVJd9u2t3DhQlq3bu2wnI+PT7Xlr+3+lLdlyxbuuusuEhP19kezZs2iR48e3HXXXfYfnqpYLBb76/r27cvGjRv5z3/+wzvvvENERARGo5Hjx487vCY1NZVWrVrVap/Kqk1dVXYqy6a698U2TTlxCs1oNLJkyRLWrl3Lzz//zJtvvsnTTz/N+vXrK62/+n6ewLk6qGk7zuxbUyKZCOEca5kRK20i9XO1nNhRcXlRga17J5xtWNnKvxVBliCKVTEHM6pucV8jTQNLgHtuTmQVbMLCwrjkkkt46623Km3glp6e7tR6Tp8+za5du3jmmWcYPnw4Xbp0qfZfZmXat2+P2Wxmw4YN9mmZmZns3Xs2K9S1a1d8fHxITk4mMTHR4RYbG1ur7dXGgQMHSE9Pp3v37g5lSUxM5LPPPqv1+pRSFBToV4u1WCz06dOnQnuMJUuWcP7551e7nrKNM23PO3TogNFodFldJSYmYrFYWLNmjX1aUVERmzZtokuXLvZlzGazQ3nOnDnDn3/+6bAuTdMYNGgQzz33HFu2bMFisfDNN99U2KYrPk9Q8+fFme04u29NhWQihHOqO51x5iAUZINPYOOXy4NUlonQNI2OLTqy+cRm/jzzJ53CmmbK0pVmzZrF+eefT79+/Zg+fTo9e/akuLiYJUuWMHv2bHvKujotWrQgPDycd999l+joaJKTk3niiSdqVY6goCDGjx/PlClTCAsLIzIykqlTp2IwGOz/eIOCgnj00Ud5+OGHsVqtDB48mMzMTNauXUtgYCDjx4+vUx3UZPPmzZhMJjp27OgwfcSIEXzzzTc89dRTVb72qaeeYtSoUcTGxpKVlcX8+fNZsWIFixYtsi8zefJkbrnlFvr27cvAgQN59913SU5O5p577qm2XEeOHGHy5MncfffdJCUl8eabb9p7DriqrgICApg4caL9fWnbti0zZswgNzeXCRMmABAYGMiECROYMmUK4eHhtGrViqeffhqD4ez/4vXr17N06VIuvvhiIiMjWb9+PSdPnrQHImW54vPkTB3ccsstNW7HmX1rSiSIEM4pP+w1QEAEBEZB9nFI3QWx57mnbB7C1jMDzmYiAIcgojmIj48nKSmJF154gUceeYSUlBRatmxJnz59qu1iWJbBYGD+/PlMmjSJ7t2706lTJ9544w2GDh1aq7K89tpr3HPPPYwePZrg4GAee+wxjhw5gq+vr32Z559/nsjISF588UUOHDhAaGgo5557brU/5PWVlJREx44dsVgcT2+NGDGCWbNmcfToUdq0aVPpa0+cOMEtt9xCSkoKISEh9OzZk0WLFjFixAj7Mtdffz2nT59m+vTppKSk0L17d3788Ufi4uKqLde4cePIy8ujX79+GI1GHnjgAe666y77fFfV1UsvvYTVauWWW24hKyuLvn37snjxYlq0aGFf5uWXXyY7O5vLL7+coKAgHnnkETIyMuzzg4ODWbVqFTNnziQzM5O4uDheffVVRo0aVWF7rvo81VQHzm6npn1rSjTlxAmYzMxMQkJCyMjIIDg4uDHKJZqa3+fDN3dD+wvhljLpwP+7GvYvhdEzoe9tbiueJ8guzGbgZ3pjqU03b8LHqJ8j/fLPL5m+bjrnx5zPOyMqdncrLz8/n4MHD9pHGxSuk5OTQ+vWrXn11Vft/3qFbujQofTu3ZuZM2e6uyiinOqOCQ39+9008yOi6Sk/2JSN7ZRGqvTQqEllbSKg+fXQaEq2bNnCZ599xv79+0lKSuKmm24C4IorrnBzyYTwDHI6QzinsjYRUKabpzSurEllbSIAOoR2AOBk3knS8tMI8w1r9LI1Z6+88gp79uyxNzhcvXo1ERER7i6WEB5BggjhnJoyESf+0EcurEVL/eamqkyEv9mf2KBYjmQdYe+ZvfSP7u+O4jVL55xzTtMdCbCJWbFihbuLIJogOZ0hnFN+2GubiI56t8/8DMg81vjl8iBlL75Vnu2URnNpXCmE8A4SRAjn2HtnlPsBNPnogQTIKY0a2HpnlM1C2EgQIYTwRBJECOfYRqws3yYCpF2Ek2ynM0yGimcRpXGlEMITSRAhnKOqaBMBEkQ4qfxlwMvq0EJvXLkvfZ/DeBJCCNGUSRAhnFPZsNc2kRJEOMOWiagsiGgT2AY/kx8FJQUkZyVXmC+EEE2RBBHCOVU1rISzmYhTf0JxQeOVycNU17DSaDCSGKpfMEnaRQghPIUEEcI5VTWsBAiOAd9QPdA4uadRi+VJqstEgDSuFEJ4HgkihHOqGmwK9LEh7JcFl1MaVakuEwFn20VI40ohhKeQIEI4p6rBpmzsw19LEFEVyUQIIbyNBBHCOdVlIgBaddXvJRNRJau1+kyELYg4ln2M7MLsRiuXEELUlQQRwjk1ZiLkdEZNaspEhPiEEOkfCehdPZuzoUOH8tBDD7m7GHXm6eVvbK6qr4aud3e+r031MyVBhHBOdb0zAFp2BjTIPgHZJxutWJ7EFkQYq8rm0HxOaRw/fpwHHniAhIQEfHx8iI2NZcyYMSxdutTdRXOJBQsW8Pzzz9d7PRdccAGapqFpGhaLhS5dujBv3rxqXzNt2jT7a2y3qKioCsvNmjXLfulo24XH3MVV9SUanwQRwjk1ZSJ8AiEsXn98YnvjlMnD1NSwEs4GEbvTdjdKmdzh0KFD9OnTh2XLljFjxgy2b9/OokWLGDZsGPfdd5+7i+cSYWFhBAUF1WsdSim2bt3KK6+8QkpKCnv27GHkyJGMGzeOgwcPVvvabt26kZKSYr9t3+74nfz888956KGHePrpp9myZQt/+9vfGDVqFMnJjT9GSWFhoUvqS7iHBBHCOdYa2kQAxJyj3x+TqyJWpqbTGQDdwvUGqn+c+qNRyuQO9957L5qmsWHDBq699lo6duxIt27dmDx5Mr/99pt9OavVymOPPUZYWBhRUVFMmzbNYT2LFi1i8ODBhIaGEh4ezujRo9m/f7/DMkOHDmXSpElVricrK4ubbrqJgIAAoqOjef311yukjZVSzJgxg4SEBPz8/OjVqxdfffVVtftYfh01laMye/fuJSsri5EjRxIVFUV8fDwTJkygpKSEPXuq70ptMpmIioqy31q2bOkw/7XXXmPChAnccccddOnShZkzZxIbG8vs2bOr3af777+f+++/317nzzzzDEop+zLO1JVtPZMnTyYiIoIRI0ZUqK+CggImTZpEZGQkvr6+DB48mI0bNzqsJycnh3HjxhEYGEh0dDSvvvpqhTJ/9dVX9OjRAz8/P8LDw7nooovIycmpdP+c+TxBzZ/LmurAme04s29NhQQRwjmqmhErbVr31e+PShBRmZoaVgL0bNkT0E9n5BXnOb1upRS5RbluuZX9EalJWloaixYt4r777iMgIKDC/NDQUPvjuXPnEhAQwPr165kxYwbTp09nyZIl9vk5OTlMnjyZjRs3snTpUgwGA1dddZW9np1Zz+TJk/n111/57rvvWLJkCatXryYpKcnh9c888wwffvghs2fPZseOHTz88MPcfPPNrFy50un9dmZ/ytu8eTMtWrSga1e90fLRo0d5+umn8fHxoUePHtVua+/evcTExBAfH88NN9zAgQMH7PMKCwvZvHkzF198scNrLr74YtauXVvjPphMJtavX88bb7zB66+/znvvvWef72xd2dbz66+/8s4771TYzmOPPcbXX3/N3LlzSUpKIjExkUsuuYS0tDT7MlOmTGH58uV88803/Pzzz6xYscLhsu4pKSmMHTuW22+/nV27drFixQquvvrqKj+vrvg8OVMHzmynpn1rSqr5RRCijJpOZwC0KQ0ijm0CpfTxI4SdM5mIVv6tiPSLJDUvlZ2nd9KnVR+n1p1XnEf/ef1dUs7aWn/jevzN/k4tu2/fPpRSdO7cucZle/bsydSpUwHo0KED//3vf1m6dCkjRowA4JprrnFY/v333ycyMpKdO3fSvXv3GtczYMAA5s6dy7x58xg+fDgAH374ITExMfbX5uTk8Nprr7Fs2TIGDhwIQEJCAmvWrOGdd95hyJAhTu23M/tTXlJSEhkZGQQFBWG1WsnLy8PPz4+3336b1q1bV7md/v378/HHH9OxY0dOnDjBP//5T84//3x27NhBeHg4p06doqSkhFatWjm8rlWrVhw/frzafYiNjeX1119H0zQ6derE9u3bef3117nzzjtrVVeJiYnMmDGj0m3k5OQwe/ZsPvroI0aNGgXAnDlzWLJkCe+//z5TpkwhOzub999/n48//thef3PnzqVNmzb29aSkpFBcXMzVV19NXFwcQLXBV30/TyNGjHCqDmrajjP71pRIJkI4p6aGlQBRPcFghpyTkH64ccrlQZxpE6FpGj1a6ge67Se9r22J7V+g5kSA2bNnT4fn0dHRpKam2p/v37+fG2+8kYSEBIKDg4mP19vklD+vX9V6Dhw4QFFREf369bPPCwkJoVOnTvbnO3fuJD8/nxEjRhAYGGi/ffzxx5WmuuuzP+Vt3ryZ++67j61bt7Jq1SqGDBnCgw8+yK233lrtdkaNGsU111xDjx49uOiii1i4cCGg/xCVVf49UErV+L4MGDDAYZmBAweyd+9eSkpKalVXffv2rXIb+/fvp6ioiEGDBtmnmc1m+vXrx65du+zLFBYW2n+oQW+HUva969WrF8OHD6dHjx5cd911zJkzhzNnzlS73fp8nsC5z0tN23Fm35oSyUQI51Q37LWN2ReiesBfSXB0E7Ro1yhF8xT2TER1gRjQI6IHS5OXsu3UNqfX7WfyY/2N6+tVvrryM/k5vWyHDh3QNI1du3Zx5ZVXVrus2Wx2eK5pmkPKd8yYMcTGxjJnzhxiYmKwWq10796dwsJCp9ZTVUBTNt1t297ChQsr/Pv38fGptvy13Z/ytmzZwl133UVion5NlVmzZtGjRw/uuusu+w+PMwICAujRowd79+ojoUZERGA0GitkHVJTUytkJ2qjNnVV2aksm+reF9s0Z06hGY1GlixZwtq1a/n555958803efrpp1m/fn2l9VffzxM4Vwc1bac2pwebAslECOfUNNiUjf2URtM8f+dOzmQi4Gy7iO2nnM9EaJqGv9nfLTdnsgo2YWFhXHLJJbz11luVNnBLT093aj2nT59m165dPPPMMwwfPpwuXbpU+y+zMu3bt8dsNrNhwwb7tMzMTPuPLUDXrl3x8fEhOTmZxMREh1tsbGyttlcbBw4cID093SGN3rVrVxITE/nss89qta6CggJ27dpFdHQ0ABaLhT59+lRoj7FkyRLOP//8atdVtuGr7XmHDh0wGo0uq6vExEQsFgtr1qyxTysqKmLTpk106dLFvozZbHYoz5kzZ/jzT8eu0ZqmMWjQIJ577jm2bNmCxWLhm2++qbBNV3yeoObPizPbcXbfmgrJRAjnONMmAkobV76rZyKEA2faRIDeQ8OgGTiec5zU3FT7AFTeYtasWZx//vn069eP6dOn07NnT4qLi1myZAmzZ8+2p6yr06JFC8LDw3n33XeJjo4mOTmZJ554olblCAoKYvz48UyZMoWwsDAiIyOZOnUqBoPBHhgFBQXx6KOP8vDDD2O1Whk8eDCZmZmsXbuWwMBAxo8fX6c6qMnmzZsxmUx07NjRYfqIESP45ptveOqpp6p87aOPPsqYMWNo27Ytqamp/POf/yQzM9OhrJMnT+aWW26hb9++DBw4kHfffZfk5GTuueeeast15MgRJk+ezN13301SUhJvvvmmveeAq+oqICCAiRMn2t+Xtm3bMmPGDHJzc5kwYQIAgYGBTJgwgSlTphAeHk6rVq14+umnHbJ869evZ+nSpVx88cVERkayfv16Tp48aQ9EynLF58mZOrjllltq3I4z+9aUSBAhnFPbTETK71BcCCZLw5bLgzibifA3+5MYmsifZ/5k+8ntDI8b3hjFazTx8fEkJSXxwgsv8Mgjj5CSkkLLli3p06dPtV0MyzIYDMyfP59JkybRvXt3OnXqxBtvvMHQoUNrVZbXXnuNe+65h9GjRxMcHMxjjz3GkSNH8PX1tS/z/PPPExkZyYsvvsiBAwcIDQ3l3HPPrfaHvL6SkpLo2LEjFovj92fEiBHMmjWLo0ePVtnQ7ujRo4wdO5ZTp07RsmVLBgwYwG+//WZvXAhw/fXXc/r0aaZPn05KSgrdu3fnxx9/dFimMuPGjSMvL49+/fphNBp54IEHuOuuu+zzXVVXL730ElarlVtuuYWsrCz69u3L4sWLadGihX2Zl19+mezsbC6//HKCgoJ45JFHyMjIsM8PDg5m1apVzJw5k8zMTOLi4nj11VftjTXLctXnqaY6cHY7Ne1bU6IpJ07AZGZmEhISQkZGBsHBwY1RLtHUfDEedn4Lo16G/ndVvZxSMCMe8s7AncugtXO9C5qDHw78wJOrn2RA9ADmXDyn2mWnrZ3G13u/5vbut/Nwn4cd5uXn53Pw4EH7aIPCdXJycmjdujWvvvqq/V+v0A0dOpTevXszc+ZMdxdFlFPdMaGhf7+bZn5END3WYv2+ppSapsl4EVUoKT0lVFMmAurWLkLU3pYtW/jss8/Yv38/SUlJ3HTTTQBcccUVbi6ZEJ5BggjhHOVE7wybsuNFCDv76YyaTgmh99AAfeRKW/AhGsYrr7xCr1697KMZrl69moiICHcXSwiPIG0ihHOsToxYaWPPREgQUZazDSsBEkIS8Df5k1ucy770fXQKa5p9xD3dOeec02RHAmxqVqxY4e4iiCZIMhHCOc42rARofa5+n7YfctOqX7YZcbZhJejZCls2Qk5pCCGaKgkihHOc7eIJ4B8G4foAOTJexFm1yUQAZ0eulCBCCNFESRAhnFObTATIKY1K1CYTAWfbRWw76fzIlUII0ZgkiBDOsQ977eRHRhpXVmBrIOlsJsLWQ2N/+n5yiiqO7uhpw+MKIRqGO48FEkQI59Q6E1E6PsTR0it6ilpnIiL8IogOiEah+OPUH/bptrH7c3NzXV9IIYTHsR0Lyl/XozFI7wzhnNq0iQBo1R1MvpCfDqf3Q0RigxXNU9S2TQTo2YiUnBS2n9pO/2j9Ut9Go5HQ0FD7lQP9/Wt3/QohhHdQSpGbm0tqaiqhoaEYjU4en11IggjhnNpmIkwWiO4NR36DI+sliKB240TY9IzoyeJDi9mSusVhelRUFEC1l5IWQjQPoaGh9mNCY5MgQjjHNmKls5kIgHaD9CDi0Go456aGKZcHKVZ6HdYmE9E3Sm9bsvnEZoqtxZhKx+nQNI3o6GgiIyMpKipyfWGFEB7BbDa7JQNhI0GEcI6tYWVtriQXfwGsfhUOrtLbRTTzlHtt20QAdGrRiWBLMJmFmew8vdPe2NLGaDS69QAihGjepGGlcI6qxYiVNrH9wWiBzGOQdqBhyuVBanPtDBujwch5UecBsOH4hgYplxBC1JUEEcI5tW1YCWD2gzb99McHV7q+TB7GlomozekMgH5Reh2uT1nv8jIJIUR9SBAhnFPbhpU28Rfo9wdXubY8HqgupzMAe6+MLalbKCwpdHm5hBCiriSIEM6pSyYCygQRq8+2q2im7F08a9OuBP1iXOG+4RSUFMjolUKIJkWCCOGcumYiWvcBsz/knoKTu1xfLg9S10yEpmn2UxrSLkII0ZRIECGcU9thr21MFmg7UH/czE9p1GWwKZt+0dIuQgjR9EgQIZxT10wESLuIUnXNRAD0j9LbRWw7tY3cIhnuWgjRNEgQIZxT1zYRcDaIOPTr2fU0Q/XJRLQJakN0QDTF1mK2pm51ccmEEKJuJIgQzrGNWFmXTER0L/AJgYIMSPndteXyIHUZJ8KmbLuI9cfllIYQommQIEI4R9UjE2EwQrvB+uNmfErDlomozbUzyrJ19dyQIo0rhRBNgwQRwjn2Ya/rOMSytIuoV5sIwD5y5c60nWQVZrmsXEIIUVcSRAjn1KdhJZwNIpLXQXHzHDCpPm0iAKICoogLjsOqrGw+sdmVRRNCiDqRIEI4pz4NKwEiu4B/BBTlwrFNriuXB6nrsNdlyRDYQoimRIII4Zz6ZiI0DRKG6I/3LXVNmTxMfU9nwNl2EWuOrXFJmYQQoj4kiBDOqW8mAqDjSP1+z0/1L48HsvXOqE8m4vyY8zEZTBzKPMTBjIOuKpoQQtSJBBGiZkoBSn9c10wEQOJFehCSugPOHHJFyTyKKzIRQZYgzmulN7BceUSujCqEcC8JIkTNyg4QVY9/0fiHQdz5+uM9i+pXJg9U34aVNkNjhwKw/Mjy+hZJCCHqRYIIUTNVJoioTyYCoNMo/X7Pj/VbjweyZyLqWYe2IGLrya2cyT9T32IJIUSdSRAhamYbrRLq1yYCzgYRh3+FvPT6rcvDFCu9HuubiYgJjKFTi05YlZXVx1a7omhCCFEnEkSImlldmIkIS4CWnfXAZN8v9VuXh3FFmwgbWzZixZEV9V6XEELUlQQRomYOpzNM9V+f/ZRG8+qlUZ9rZ5Q3LHYYoHf1LCgpqPf6hBCiLiSIEDWzDXkN9T+dAdDpUv1+7xIoKar/+jyEKzMRXcO7EukXSV5xHhuPb6z3+oQQoi4kiBA1c8hEuOAj07oPBLTUr+p5+Nf6r89DuGLEShtN0+SUhhDC7SSIEDVzxUBTZRmM0PES/XEzOqVR36t4lle2q6dSyiXrFEKI2pAgQtSsvkNeV6bTZfr9nh9LB7Pyfq7MRAD0i+6Hn8mP1NxUdqXtcsk6hRCiNiSIEDVzdSYCIGEomHwhPRlSd7puvU2YqwabsvEx+jAoZhAgpzSEEO4hQYSoWUNkIiz+kKD3MGDX965bbxPmyoaVNrZTGksOL3HZOoUQwlkSRIia2XpnuDITAdDtKv1+2xfN4pSGqzMRAMPaDsNsMLMvfR970va4bL1CCOEMCSJEzWwjVrqiZ0ZZnS8Dsz+k7YdjSa5ddxPUEJmIYEswQ9rol1hfeGChy9YrhBDOkCBC1Ew1QJsIAJ9APZAA2Pa5a9fdBBVbXTPsdXmjE0YDsPDgQvuAVkII0RgkiBA1s/0wuWK0yvJ6Xq/f//G11w88ZctEmFxcj39r8zeCLEGk5qay6cQml65bCCGqI0GEqFlDNKy0SRgG/hGQewr2e/elrRuiTQSAxWjhknb6uBtySkMI0ZgkiBA1a6iGlQBGE/S4Vn/s5ac0GqJNhI3tlMaSw0vIL853+fqFEKIyEkSImtkzEQ30cen5d/1+90IoyGqYbTQBrh5sqqxzIs8hJiCG7KJsVh5d6fL1CyFEZSSIEDVriMGmyoo5F8IToThPDyS8lH3Y6waoR4Nm4LIEvZHqDwd+cPn6hRCiMhJEiJo1ZJsIAE0728DSi09pWK0Nl4kA7EHEmqNrOJN/pkG2IYQQZUkQIWrW0JkIgB7X6fcHVkDW8Ybbjhs1ZCYCoH1oe7qEdaFYFfPzoZ8bZBtCCFGWBBGiZg2diQAIi4fY/qCssP3LhtuOG9nbRDRU2xLOZiO+2/9dg21DCCFsJIgQNbNnIhr449L7Rv1+0wdne4R4kYbORIAeRJgMJrad2sau03JlTyFEw5IgQtTM2giZCNBPafiEQNoB2L+sYbflBg01TkRZEX4RjIgbAcD8PfMbbDtCCAESRAhnqAYcsbIsSwCcc5P+eMO7DbutRqaUatAunmWN7TwW0AeeyijIaNBtCSGaNwkiRM0ao2GlzXl36Pd7f4a0gw2/vUZiCyAATFrDBmO9W/amc1hnCkoK+GbvNw26LSFE8yZBhKhZYzSstAlvD4kXAQo2vd/w22skZYOIhmxYCaBpmj0b8fmez+WiXEKIBiNBhKhZYzWstOl3l36f9H9QmNs422xgtvYQ0LANK21GxY8i2BLM0eyj/PrXrw2+PSFE8yRBhKiZ7V90Y2QiQM9EhMZBfjr88VXjbLOBOWQiGiEY8zP5cVXiVQDM2z2vwbcnhGieJIgQNWvMNhGgByu2thEb3gWlGme7DaixMxEA13e6Hg2NX4/9SnJmcqNsUwjRvEgQIWrWmG0ibM65GUy+cHw7HNnQeNttII2diQCIDY7lb23+Bkh3TyFEw5AgQtSssTMRAP5hZ4fCXvdm4223gbgjEwFnu3t+s/cbMgszG227QojmQYIIUTNrsX7fmJkIgIH3Axrs+h5O7GzcbbuYLROhoaFpWqNt9/yY80kMTSS7KJtPd33aaNsVQjQPEkSImtlS8Y3VO8MmsjN0vUJ/vOrlxt22ixWXBmKNmYUA/dTJ3b3uBuD/dv4f2YXZjbp9IYR3kyBC1MzaSCNWVuaCKfr9jm/g5J+Nv30XaazRKiszou0I4kPiySrM4rPdnzX69oUQ3kuCCFEzdzSstInqDp1HAwpWv9L423cR+8W33FCHRoORu3rqY298vPNjcou8Y+wNIYT7SRAhauaOhpVl2bIR27+E0/vdU4Z6smUiGvt0hs3IdiNpG9SW9IJ0Pt/zuVvKIITwPhJEiJq5MxMBENMbOo7U22asfs09ZainxriCZ3VMBhN39rwTgI92fERecZ5byiGE8C4SRIiaNfaw15W54DH9/vfP4Mwh95WjjqxW92YiAC5LuIzWga1Jy0/jqz+9YyRQIYR7SRAhatbYw15Xpk0faD9cz4qs9LyeGu7ORACYDWbu6KGPBPrBHx9I2wghRL1JECFq5u42ETbDntLvt34KKb+7tyy15O42ETZXtL+CNoFtOJV3ivf/8J6rpAoh3EOCCFEzd7eJsGnTt3QUSwWLnvKoa2rYu3g28GXAa2I2mnmk7yMAzN0xl5TsFLeWRwjh2SSIEDWzjVjp7kwEwEXTwOQHh9fAru/cXRqn2bt4NoE6HN52OH1b9aWgpIDXk153d3GEEB5MgghRM2sTyUQAhLSBQZP0xz//A4ry3VseJ7lzsKnyNE3jsfMeQ0Pjp4M/sTV1q7uLJITwUO4/oommryk0rCxr0IMQFA3ph2H9bHeXxinuGva6Kl3Cu3BVh6sAmLFxhsNVRoUQwlkSRIiaNZWGlTaWAP20BsCqVyHrhFuL44ym0rCyrAfOeYAAcwDbT21n4YGF7i6OEMIDSRAhatZUGlaW1ePvEHMuFGbB0ufcXZoa2bt4urlhZVkRfhHc2UMfgGrm5plycS4hRK01nSOaaLqaWiYCwGCAUf8GNL3L575f3F2iajXFTATAzV1vpm1QW1LzUnl186vuLo4QwsNIECFq1hQzEQCx/aC/fplrvnsQ8jPdW55qNIXBpirjY/Rh2vnTAPjqz6/4LeU39xZICOFRmtYRTTRNTWHY66oMfxZatIPMo7DkWXeXpkpNNRMBcF7UedzQ6QYApq2dJiNZCiGc1gR/FUST09R6Z5RlCYDL/6s/3vwhHFjp3vJUoalmImwe7vMwrQNbcyz7GK9vlrEjhBDOaZpHNNG0NMU2EWXF/w36TtAff3c/FDS9BoJNORMB4G/2t5/WmL9nPhuPb3RvgYQQHkGCCFEz24iVTTETYTPiOQhpC+nJsOQf7i5NBU09EwEwIHoA13a8FoBnf31WemsIIWrUdI9ooulQTTwTAeATBJe/oT/e9AH88bV7y1NOU7gUuDMe6fMI0QHRHM0+yrR101AedH0SIUTjkyBC1KwpDXtdnfbDYPDD+uPvJsGpve4tTxmekIkACLQEMuOCGZg0E4sPLWbe7nnuLpIQoglr2kc00TQ05YaV5Q17BuIGQ2E2fDEOCptGT4OmONhUVXpH9mZy38kAvLLpFbad3ObmEgkhmqqmf0QT7tfUG1aWZTTBte9DQCSk7oQfH3V3iYCzDStNmsnNJXHOzV1uZkTcCIqtxTy68lHS89PdXSQhRBMkQYSoWVMdbKoqQVFw7Qf6uBZbP4Wkj91dIo85nWGjaRrPnf8cbYPakpKTwpNrnqTEFkwKIUQpzziiCffypEyETfzfYNjT+uMfJsPBVW4tjqc0rCwryBLEa0Nfw8fow5pja3hl0yvuLpIQoomRIELUzNMyETaDJ0PXK8FaBPNvhhM73VYUT8tE2HQK68Tzg54H4JNdn/B/O//PzSUSQjQlnnVEE+7RlIe9ro7BAFe9A20HQkEGfHodZKa4pShNfbCp6oyKH8XDffReLy9vfJklh5e4uURCiKbCw34VhFt4Uu+M8sy+cMM8CO+gX1/j0+vccqEuT+qdUZnbut3G9Z2uR6F4YtUTbEnd4u4iCSGaAM88oonGZRux0gP/RQPgHwY3f6X32DixHT6/GYryGrUInpyJAL2h5ZP9nmRom6EUWgt5YNkD7Enb4+5iCSHcTIIIUTNPGWyqOi3awY2fgzkADq6Eedc36hgSntomoiyjwci/L/g3PSJ6kFGQwR0/3yGBhBDNnOce0UTjsTes9IwxDqrU+lw9I2EJLA0k/g6FOY2yaVv3SE/NRNj4m/2ZfdFsuod3J70gnQk/T2B32m53F0sI4SYSRIiaeWIXz6rEnQ83f60HEodWl2YkGj6QsJ3O8ORMhE2ITwjvXPyOPSMxYfEEdp52X88XIYT7eP4RTTQ8e8NKL/m4tB0ANy8AS5AeSHxyDeSmNegmbaczPD0TYRNsCeadEe/Qs2VPMgszuePnO0g6keTuYgkhGpmX/CqIBuVNmQibtv1h3LfgEwLJ6+D9EZB2oME2Z29Y6cntSsoJsgTxzkXv0Ltlb7IKs7jj5zv46eBP7i6WEKIRSRAhauapg03VpE1fuH0RBLeB0/vgvYsgeX2DbMobGlZWJtASyLsXv8vwtsMpshbx2KrHmLNtjlxCXIhmwruOaKJheGMmwqZVV7hzKUT3htzTMHcM/PG1yzfj6V08q+Nn8uPVIa8yrus4AN7Y8gbT1k2jqKTIzSUTQjQ0CSJEzbw1E2ETFAW3/QidLoWSAvjqdlj0JBQXumwT3pqJsDEajEw5bwpP9X8Kg2Zgwd4FjF80nmPZx9xdNCFEA3LJES0zv0jSl96s9OJRXpmJsLEEwPWfwPmT9Oe/zYIPR8KZwy5ZvTdnIsoa23ksb174JsGWYLaf2s5131/H8uTl7i6WEKKBuCSImPz571z+319ZsSdVgglvZBux0lt6Z1TFYISLn4cbPgPfEDi2Gd75G+xeWO9V28aJ8NZMRFkXtLmAL8d8SY+IHmQVZjFp+SRe3fSqnN4QwgvV+4iWmpXPuv2n2H4sg1s/3Mj17/zG+gOnXVE20VQoL24TUZnOl8Ldq6F1H8jPgPk3wjcTIe9MnVfZXDIRNjGBMcwdOZebu9wMwEc7PuKGhTew4/QON5dMCOFK9Q4iIoN8WfXYMO4YHI/FZGDDoTSuf/c3xn2wgZ1/Nf6FjkQDsHrJiJW10SIOblsEA+8HNPh9Hrw1AHb/WKfVeXubiMqYjWYe7/c4M4fNpIVPC/488yc3LbyJ/yT9h4KSAncXTwjhAi45ooUH+vDM6K6smjKMm/q3xWTQWPXnSS57czWTv9jKX+mNe7Ej4WLe3rCyKiYLXPIC3L5Yvwpo9nGYPxa+mlDrS4rbB5tqbnUIDG87nG+v/JaR7UZSokp4b/t7/P37v7Px+EZ3F00IUU8u/VsUFeLLC1f1YNkjQxnTKwalYEHSMYa9soJ/L9pNZr6cE/VIzaFhZXXa9od7VsOgB0EzwB9fwZt9YNUrUJTv1Cqa2+mM8sJ8w3h5yMvMHDqTcN9wDmQc4PbFtzN5xWTpwSGEB2uQ3GrbcH/eHHsO/7tvEP3jwygotjJ7xX6GzFjOh78epLDY2hCbFQ3FnoloPqn4Csx+MGI63LkM2vSDohxY9jy8dR7s+BZqaFDcHE9nVGZ43HC+veJbru90PQbNwJLDS7j8m8t5I+kNcooa52JoQgjXadAjWq/YUObfNYD3xvWlfcsAzuQW8dz3O7n49ZUs3JaC1So9OTyCNw82VVsx58CEn+Hq9yAoBtKT4cvx8O4Q2PNTlcGE1dq8MxFlhfqG8syAZ/hi9Bf0i+pHobWQOdvnMPLrkby//X1yixrvEu1CiPpp8L9FmqZxUddWLH7oAl64qjsRgT4cOp3LffOSuPSN1Xz/+1+USDDRtDXXNhFV0TToeR08sAmGPA7mAEj5HT67AeYMgz9/rhBMSCaiok5hnXjv4veYOXQmccFxpBekMzNpJiO/HslHf3wkwYQQHqDRjmgmo4Gb+sexcspQHhzegUAfE7uPZ/HAZ1sY8fpKvtp8VE5zNFWSiaicJQCGPQUPbYdBD4HZH/7aAvOug1kDIelje5uJ5t4moiqaptlPcbww+AVig2I5U3CGVze/ykVfXcTrm1/neM5xdxdTCFEFTTkxOlRmZiYhISFkZGQQHBzskg1n5Bbx0dpDfPDrQTLy9AaXkUE+3DwgjrH92tIyyMcl2xH1pBQ8F6o/fnQvBEa6tThNWvZJWPsf2PQhFGbr0/wj4Lw7mFR4kOXH1/HswGe5ruN17i1nE1ZsLeaHAz8wZ9sckrOSATBpJi5udzFjO4+lV8teaJrm5lIK4Tka4ve7LLcFETbZBcX837rDfPDrQU5m6X3HLUYDo3tFM7ZfW/rGtZCDhjtZS2B6mP54ygEICHdveTxBXjps+T9Y/w5kHAHg/lYtWenvx3PxV3P1oGfAaHZvGZs4q7Ky8shKPt75MZtObLJPbx/Snqs7XM2Y9mNo4dvCjSUUwjN4fRBhU1hs5ac/Uvjw10NsPZJunx4fEcC1fdpwzbltiArxbZBti2oUF8I/W+qPHz8EfnLgdlpJMez6H2z8gIn5e1jj78fzJ09zpQqAbldB92ugzXnNu9eLE3ae3sm8XfNYfGgx+SX66SGTwcSQNkMYGT+SC1pfgL/Z382lFKJpajZBRFlbks/w6fpkftyeQm6hrUEa9I8P59Ke0YzsFiWnOxpLUR68EKU/fvIo+AS5tzwe6u6Ft7D21Fb+lVnImNNlzvGHxEK3K6HzGGjTVxqvViOrMIufDv7E13u/ZufpnfbpfiY/hrYZyoh2Izg/5nwCzAFuLKUQTUuzDCJssguK+XF7Cl9uOsLGQ2evW2DQoF98GCO6RnFh50jiI+Sg0WAKsuHF1vrjp1LAIv/46uKOxXew/vh6Xhr0ApeVWGDHAv3CXra2EwD+4dBxpH5LGKJfBExUak/aHhYfWsxPB3/iaPZR+3SzwUy/qH4MiR3C31r/jTZBbdxYSiHcr1kHEWUdScvlx+0p/Lg9hd+PZjjMaxfuz9BOkfytQwT94sMI8pXzzS6TnwEvtdUfP5MKJskA1cVti25j04lNvHzBy4yMH6lPLMqDvUtg57ew9xcoKPO51oz6BcAShuq31n3ALKfzylNKseP0DhYdXMSKoys4nOl46fY2gW0YEDOAAdEDOC/qPMJ8w9xUUiHcQ4KIShxJy2XxjuMs35PKhoNpFJWc3QWjQaN76xAGJoTTN64FvWJD5dRHfeSmwYx4/fE/ToOxGV2Ey4XG/zSepNQkXhv6GiPiRlRcoKQIktfBnkWwdzGc3uc432CG6F56G4rY8/T7kFh9zAphdzDjICuOrGDFkRVsO7mNYlXsMD82KJZeLXvRs2VPerXsRYcWHTAb5E+H8F4SRNQgu6CYNXtPsfLPVNbuP83h0xUHqGkd6kfPNiH0ig2lZ5sQerQOkWyFs3JOwcvt9cdT0+VHq45u/vFmfj/5OzOHzWR42+E1vyD9CBxYod8OroKc1IrLBEbp7Shi+0FUT4jsqnfBlfcIgJyiHDaf2My6v9bxW8pv7EvfV2EZP5MfXcO70qtlL7pHdKdDaAdig2Kb5YXShHeSIKKW/krPY93+0/x24DS/H01nb2p2hZGINQ3atwyka3QwiZGBJEYG0iEykLjwACwmaSnvIOsEvNoR0GBaurtL47FuXHgj209t580L32Ro7NDavVgpSD8MRzbC0Y1wdAMc3w7W4orL+oXpwURkl9JbV4jsLL1qgMzCTP44+Qe/n/yd30/+zrZT28gqzKqwnMVgoX1oexJDE0lskUhiaCIdQjsQFRAl3c2Fx5Egop6yC4r541gGvx9JZ9vRDLYeSedYFZcmNxo04sL9SWypBxbxEQG0aeFPmxZ+RIf4YjI2wwAj8y94rQsYTPDsaXeXxmNd/8P17Dy9k7eGv8UFbS6o/wqL8uCvraVBxUZI3QlpB0BVMeprQCS0aKffwuJLH5feB0U1y+yFVVk5lHHIHlTsSdvD/oz95BVXfnzwM/nRJqgNsYGx+n3Q2fuYgBjMMvaHaIIa+vfb609wB/qYGJAQzoCEs4MkncouYNvRdP48kc3eE9nsO5nN/tRssguKOXAyhwMnc/h55wmH9Rg0iA7xo3ULP9qE+tGmhR8xoX60DPIhMsiXyGAfwgMs3hdoyJDXLuHyYa/NfhA3UL/ZFOXBqT8hdZceVKTu0m8ZR/TTITmpehajPJMfhLSB4Gj9omKV3QdEel17GINmICE0gYTQBK7qcBWgv0/Hso6xN30v+9L3se/MPvam7+VQxiHyivPYe2Yve8/srXRdkf6RtPJv5XBvu9me+5qkcazwLt51VHBSRKAPF3ZuxYWdW9mnKaU4kVnA3tQs9qVmsy81m+S0XI6dyeNoeh6FxVaOpedxLD2PSg7DgP5nLjzAQkSgD5HBvkQEWgj1sxDqbybU30yIn5lQfwuhfvrzUD8LQb4mDIYm/C/QljKXc8T10igX4DL76Y0vo3s5Ts/P1LMUZw7CmUOQVnp/5iBkHIXiPDi9V79VSdNPiQRE6EN5B4SX3pc+9w8Hv1DwCda7pvqGgG+wfj0RD8pyGDQDscGxxAbHcmHbC+3Ti0qKOJJ9hKNZR/Vb9lGOZOnPj2UfI684j+M5x2u8zoe/yZ8Wvi0I8w2jhW8LWvi0IMwvjDAf/XmwJZhASyDBlmCCLEEEWgIJNAfKhdtEk9Usg4jKaJpGVIgvUSG+/K1DS4d5VqviVHYBR87oQcTRM7kcPZPH8Yx8UrPyOZlVwKnsQkqsilPZhZzKLmT38YrnWivfLoT4me23QB8T/hYTAT5GAnxMBFiM+FtM+nQfIwEWE/4WY+lzE75mAz4mIz4mg34z649NBs01529t6XHJRNSLWy8F7hsMMb31W3klRfrlzDOOQlaKfvrK4T4Fsk/oV3LNS9Nv/On8tg0mPaAoH1z4hOgXMLP461dBtfjrAYfZ/+xjS4Djvcmn9Obb6EGt2WgmISSBhJCECvOUUpzOP82x7GOk5qaSmpvKidwT9se2W15xHrnFueRm53Is+5jT29bQCDQH2oOKIEuQfjMH4W/2x8/kV/3NrN/7m/zxMfpgMVqwGCyYDCZp4yHqTYIIJxgMGpHBvkQG+9InrvIGaiVWxZncQlIzCziZXUBqZj6ncwpJzy0iI6+IjDz9se15em4hOYUlepu50ukuLbMGvmZbcGHEx2w4+9hkKH1uxGzUMBn1oMNkMGA2ahgNGubSaS0LD3M3kG/VeG/Z3jLL6q/Tl9fvTQYDRoOGQaP0XkMr99igafZlNE3DqFVczqDpdW5/rGmlz8Go6cGRbRta6Wtth0JN09CgdJrm8Ce47DStzLL2eQ14QG2ylwI3miG8vX6rirUEck/rPXVyT5XeV/K8IFMfVyQ/Q89+qBI9k5V7Wr+5kmbUAwqjRQ8qTBYw+pwNNIw+lUyz6MGHwaR3mTWYzj43ln1ue1z63Fj2ebmbZkDTNCI0AxEGI2h+4B8PAe1BM+jl1DQUGtklBZwpyiatKIu04mzOFGZxpiiLtMJM0goySS/KIqsoh8yibLKKcsguyqHAWohCkVWURVZRFuS4sArR7AGF2Wi2BxhmgxmL0aI/L51nMejPzUYzJoMJo2bEqBkxGUxnnxtKn2sm/XH5+9Llyt6bDCY0NIyasfR7bcCgGfRpBiMaZaZpGgYM9udVTbO9vsK00mX1773+Xa/ssf2oYDtelJ8vgZcDlwQR209up1gVn618zh6QK3sTSmecnV7mjSm7rFEzYtAM9g+hQTNgMpgwaAb7h9hoMNof2z4o7mA0aEQE+hAR6PyYFIXFVocAIyOviJzCEnIKiktvJeQWFpNTqD/OKSgmt7CE7IJifXpBCQXFJRQUWSkotlJYcrZRnVVBbmFJ6bDhdQ9QOmhHudsHcooUr/xci3+gHqy6oASHeVUHJZSdpkFJTBaY4Y65SRgLzziR4a9+gZpeX9PqnfmaaFWuJQQIQdMq/iu3Myv8ySeQHIJUDgHkEqRyCCSHQHIJVDn4UYAfBfiSj68qwNf2XOWXPtan+6E/N1Km0agqgaJc/eYBNCCo9Na2Fq8r0CBLM5BtMJBlv2lkGfXHuZqBPINGnqaRpxnIN2jkalrpNIM+3TbfYKCozBuvUBSUFFBQUlCfQ0Szpinl8C3RKHN8sC9TzbxKlq1qfWWfazV2hzirOK/E+YXrwCVBxP3L7ictP80Vq6o3e+BRGu2WDTxsEbbtvmx0bTFY9GnlInH7sqXP/U16+rBsGtE2zTbdbDA7FcxYTAZaBvm4bDAsq1VRWGItDSpKKCjW7/NLgwz7NNv8Ij3wKC6xUmxV+s32uERRZLUSllUCO8FiNnN9j9jS5az6/BIrJVZFkcPrrFiVnuK1Kj1DY1UKpaBElXlcZrpVqdLn+utKlMJqdXyNVen7Z3vckJQCVfbJ2Tl1XmeAsmIAMvNKsOYX1qN0nkQDAktv9WekBB+KsFCEhWJ8tEL93vacIiyaPt82zaIV2V9jpgQTJZi0EoxY9celt7LPjVoJJqyYKMaEFSNlnmuOzzXAgMKAtfSm0OzPlX7TrGWWKT+/zHJYS+fpj42awkeBj7ISYa2i100tWYFCTaNAgyJNo1DTKESjQNPOPtcova94K9KghLP3JRoUo1Fc+rxYgxJNoxgo1jRKKPe8zHK21yk0rIBV079h1tLnSoMSSudretnt80ufW2ua38B/KpWm1XxUcHPiosTUsAVwSRDROrC1/aI3th6jqkzVKqXsz+33ZaadvTs7zaqsKKUoVsWUWEuwKivFqhirstpbulemRJVQokoosrovtDZqRntAEWwJtjeSst/7BBNkLr0vnR5sCSbEJ4QWvi3wMdYtqDAYNHwNRnzNRsBF3c1SCmEnBPn58O9re7pmnS5gCyhKSgMRGz0AUA6BgP5ZK40HVNnPIKXTVZllS+fb55VOL7NOVdttorhz+eucyof/3tiH9sFdqtyvst+bSufXcMSqbn591+2O7dZUpJp6qFc3t+b9rXoBK9DgoaD9A2tFU9Yy3XcVmm2e/eCpSqfbX1z6WnX2NeWeo7C/3jbPhMIE+NvW53CMdlzn2fU5rlNzeO5YRid+cqmu3mu/mLL/1lhRKGW1/8ooW/lUmednX1W6y2V/t87uy9nXl12+7Hxl/+47LF9aHsq8XpVZpmwpFNZy8yv+tlb2vPwHOzc7j2uZ6Exl1YlLgoh5l81zxWqcpv9b1YOFEqt+b1VWiq3FDo/tgYfVag8sCksKKbQW6ve2W+lz2/yCkgKH57b5+cX55BXnOdxyi3P1x0V5FFr1w0qJKiG7KJvsomxScysZabAGgeZAwnzDCPcL1+99wwn3CyfcN5xI/0iiAqKICogi1Ce04U/fNNEungaDhgHNYxr1GEqP7vHhQXQKlyuhCiEaR2ZmJjT1IKKxaZqGSTNhwgRN6Let2FrsEGDkFOWQWZhJVmEWmQWl94WZDrey8zIKMyi2FtsDkOSs5Gq352v0pVVAK6L8o/T7gChig2JpF9yOtsFtaeHTov5Bhu3fj6GJNQj0ME22YaUQQtSDa4KIvHT0PJYBvUWZobTVmeHsNIPJ63+ITAaTvftVXSilt8I+nXeatPy0s/f5p0nLS+NU3ilO5J7geM5xTuefJr8kn8OZhytcudAmyBJEXFAccSFxxAXHERcUR/vQ9iSEJjh/0aEmmonwNC4fbEoIIZoA1wQR/+0LOSed2Jof+ASW9g8PLL0F6DffYH1UvMBWENRKvw9spQ/JawlwSTGbOk3T7O0j4kPiq122sKTQHlDYbik5KSRnJZOcmUxKTgpZhVn8cfoP/jj9h8NrLQYLiS0S6RLWhU5hnegS1oWOLTrib/avuKHSf9Ay2FT92DMRXh5ICyGaF9cEEdU0dHRQnKffnAk4yrIE6gFFizh9vP+weAhLgIiO+nMvG47XGRajhdigWGKDYiudn1+cz5GsI/ZMxeHMwxzKPMTeM3vJLspm5+md7Dy90768hkZccBzdIrpxTstz6B3Zm8TQRIy2ESvlH3S9SCZCCOGNXPPr+8if2FviqtKONrbWxLZp1mIozIHC7LP3BWUe52dAdqo+Ol72Ccg6rt8X5erz07IhbX/FbRstEN5Bv1JhVA+I7q0P++sf5pJd81S+Jl86tOhAhxYdHKbbrg2w+8xudp3exe603exO283JvJMcyjzEocxDLDywEIAgcxC9A2MZEBzEACN0UEoGWqkjaRMhhPBGTf8qngVZ+uWos1LOjvefdlAPKE7trXqwmdA4aHOefoGitgOhZRevb5NRH6fyTrE7bTfbTm4jKTWJbSe3VbiaYbhvOANiBjC0zVAGtR5U57YfzVHfT/pSUFLA4msWExMY4+7iCCGaCbkUeHWsVshIhtTd+lULj2/TL4985mDFZX1Dod1gSBwO7Yfrp0ZElYqtxew5s4dN2z9l3a4vSPLzI69MEsKkmegT1YdhscO4OO5iWvq3rHplgnP+7xyKrcUsuXYJUQFR7i6OEKKZkCCiLvLOQMrvkLwektfCkY1QVG7Q+fBE6HAJdL1Cz1hIlqJye36Cz26gsPW5/D5mBquPrWbFkRUczDgbqBk0A+dFncel8ZcyvO1wQnxC3FfeJqrn3J4oFMuuWyYBlxCi0UgQ4QolRZCyDQ4sg31L4ciGs70OAIKiofNo6H4NtB3gUZcubnC7foDPb4I2/eCOJfbJhzMPs+LICn4+9DPbTm2zTzcbzIyIG8F1Ha+jT6s+0oYCvetuz4/10T5X/H0F4X7hbi6REKK5kCCiIeRnwIEV+g/kn4v0qw/ahLWH3jdCr7EQ0tptRWwydv4Pvhintyu5fVGlixzJOsKig4v48eCP7EvfZ5/eLrgd13W8jqs6XNWs208UW4s55//OAWDNDWskUyOEaDQSRDS04gI9oNjxLez6Tu8JAvogWYkjYMBESBjafLMTfyyAr26DuMFw28JqF1VKsfP0Tr7880t+PPijvWFmoDmQ6zpdx81dbibSP7IxSt2kFJYU0ueTPgCsHbu2WQdUQojGJUFEYyrI1v95b/0UDv96dnpkNxh4L/S4DkyuueKmx9j+FXw9AeIvgPHfO/2ynKIcFh5YyKe7PuVAxgFAH9FzdMJo7up5V5XjW3ijvOI8+n3aD4D1N66vfFAvIYRoAA39+y2tCcvyCYRzboLbfoT7N0O/u8AcAKk74H/3wcyesGGOnr1oLuo47HWAOYC/d/o731zxDf+98L+cG3kuxdZivt33LZd/ezkv/PYCp/JONUCBm56yV52VcSKEEN5EjmhViUiES1+GyTvgoucguDVkH4cfH4U3+0DSx3qDTW9nG7GyjsNeGzQDQ2KHMHfUXP5v1P8xKGYQxdZi5u+Zz6ULLuWNpDfIKd9zxsuUlGnEKyNWCiG8iQQRNfFrAYMfgklb4bJX9Z4cGUfguwfgrf6w9xd3l7BhKdddgKt3ZG/eHvE271/8Pj0jepJXnMec7XO4/NvL+fnQzzhxZs0jWa2SiRBCeCc5ojnLZIHz7oBJW+CSF8E/Qh8189NrYP5NcKbyK2l6PKvrL8DVL7ofn1z6CTOHzqRNYBtSc1N5ZOUjTFw6kSOZR1y2naaibCZCggghhDeRI1ptmf30RpYPboWB9+v/0Hf/oGclVr3sfac4GugqnpqmMTxuON9c8Q1397wbs8HMr8d+5arvrmLujrkO7Qg8nW1fDJpBxs0QQngVCSLqyicILnkB7lmjd38szoNl/4T3L4ZT+2p+vaewpeIb6Fy+r8mX+8+5nwWXL6B/dH8KSgp4ZdMr3LPkHlJzUxtkm41NLr4lhPBWclSrr1Zd4dYf4Kp3wTcE/kqCd/4GG9/Xr2Dq6RooE1Feu5B2zBkxh38M+Ae+Rl/Wpazjmu+uYVnysgbdbmOwBRHSqFII4W0kiHAFTYNe18PEdRA/RL+y6MLJMO96yE1zd+nqp45dPOtC0zT+3unvfD7mc7qEdSG9IJ0Hlz/Ivzf8m2JbLxEPZGtYKUGEEMLbSBDhSiGt4ZZv4ZJ/gdEH9i6GOcMgdZe7S1Z3jZSJKCshJIFPL/2U27rdBsAnuz7h/qX3k1mYWcMrmybJRAghvJUEEa5mMMDA++DOZRAaB2cOwXsXwe7qh4xushoxE1GW2Whmct/JvDrkVXyNvvz616/ctPAmDmd6Xi8Ye8NKuVKsEMLLyFGtoUR1hzuXQ7u/6dfjmH8jrHzZ89pJ2DMR7vmoXNzuYj4e9TFRAVEcyjzEjQtvZOPxjW4pS11JJkII4a0kiGhIAeFwyzdw3p368+X/hB8ePtvjwRO4KRNRVpfwLnx22Wf0bNmTzMJMJv4ykTXH1ritPLVVtounEEJ4EzmqNTSjGS57BS57DdBg84fw7UQo8ZCGgg0w2FRdRPhF8MElHzA0digFJQU8sOwBliYvdWuZnCVdPIUQ3kqOao3lvAlwzXv6P/pt8/XLaxcXurtUNXPhsNf15WP04bWhr3Fx3MUUW4t5ZMUjLDq4yN3FqpEtEyGnM4QQ3kaCiMbU41r4+8dgtMCu7+Dzm6Ao392lqp49E2FybzlKmQ1m/n3BvxmTMIYSVcLjqx/nhwM/uLtY1ZJMhBDCW8lRrbF1GQ1jPwOTL+z9GRbccfaHuilyc8PKypgMJv45+J9c0+EarMrKP9b8g7XH1rq7WFUqsUrDSiGEd2o6vwzNSeJFcOMXpRmJ7+Gnx5tur40GHva6rgyagWcHPsul8ZdSrIp5eMXD7DrdNMfjkEyEEMJbyVHNXRKGwFXv6I83zoFfZ7q1OFVyw2BTzjJoBp4f9Dz9ovqRW5zLvUvv5a/sv9xdrApsbSJMTeSUkBBCuIoEEe7U/Wr9suIAv0yD3+e7tTiVagJdPKtjMVqYOWwmHVp04FTeKe755R4yCjLcXSwHkokQQngrOaq528B79UuKA/zvPji4yr3lKa8JZyJsgixBzBo+i0j/SA5mHGTyisn2dghNgfTOEEJ4KwkimoIRz0P3a8BaDF9NgKzj7i7RWU08E2ETFRDF7Itm42fyY8PxDby97W13F8lOBpsSQngrOao1BQYDXPEWRHaDnFT4+o6mMxiVten1zqhKxxYdeXbgswC88/s7rP2rafTYkN4ZQghv1fR/GZoLsx/8fS5YAuHQalj5krtLpGtCg005Y3TCaK7pcA0KxZOrnyQ1N9XdRZJMhBDCa8lRrSmJ6ABj/qM/XvUK7PvFveWBJjPsdW080e8JOrboSFp+Go+vepxiq3uzOtKwUgjhreSo1tT0uBb6TgAULLgLMo65tzyqaY1Y6Qxfky+vDHkFf5M/m05s4u3f3ds+wt6w0oMCMSGEcIYEEU3RJf+CqJ6Qexq+n+Tegag8pGFlefEh8UwdOBWA97a/59aBqCQTIYTwVnJUa4rMvnDtB2D00U9pbP/KfWVpgsNeO+vShEu5OO5iSlQJ09ZNc9tpDVsQIQ0rhRDexvN+GZqLiA4wZIr+eNHjkHPaPeVoosNeO+vJ/k8SZAli5+mdfLrrU7eUwdY7QzIRQghvI0e1puz8B/Vun7mn4een3VMGDxhsqjoRfhE80ucRAN7a+hZHs442ehnsw15rntOuRAghnCFBRFNmssDlbwAa/P4Z7Fva+GXw0DYRZV3d4Wr6tupLXnEe//ztn6hGbmMibSKEEN5KjmpNXZu+0P8e/fEPD0NhTuNu38MzEQCapjF14FQsBgu//vUrCw8ubNTtS+8MIYS3kiDCE1z4DITEQvphWPVy427b1hjRgzMRAO1C2nF3r7sBeHnjy+QUNV4wJpkIIYS3kqOaJ/AJhFEz9Me/zW7csSNsDSs9sHdGebd1u422QW1Jy0/j450fN9p2ZcRKIYS3kqOap+g0CtqeD8X5sOLFxtuuhw17XR2z0cwD5z4AwEd/fERaflqjbFeu4imE8FYSRHgKTYMRz+mPt34KJ/c0znatnjdiZXUujruYruFdyS3OZc62OY2yTTmdIYTwVnJU8ySx/aDzaFBWWDq9cbbpBQ0ryzJoBh469yEAPt/zOceyG/7UkGQihBDeSoIITzP8WdAMsPsHOLKh4bfnBV08yxsYM5AB0QMoshbx1pa3Gnx7tpEyJRMhhPA2clTzNC07Qe+b9MdLpjb8dTU8eNjr6jzU5yEAfjjwA3vSGvbUkGQihBDeyrt+GZqLoU+CyReS18Lenxt2Wx4+7HVVuoV345J2l6BQvLHljQbdlv3aGV5ySkgIIWwkiPBEIa2h31364xUvNWw2wsvaRJT1wDkPYNSMrDq6qkGzEZKJEEJ4KwkiPNX5k/SrfP6VBMnrGm47XtgmwiYuOI4RcSMAGnTcCOmdIYTwVnJU81SBLaHXDfrjtf9tuO3YRqz0wkwEwLiu4wD48eCPpOamNsg2rFbJRAghvJMEEZ5s4P36/Z4f4fT+htmGFw02VZkeLXtwbuS5FFuL+Wz3Zw2yDclECCG8lRzVPFnLjtDhEkDBb7MaZhteNOx1VcZ107MRX+z5gtyiXJevX4a9FkJ4KzmqebrzS7MRWz6F3AYYxll514iVlRnaZiixQbFkFmbyv/3/c/n6pXeGEMJbSRDh6dr9DaJ6QnEebHrf9ev34oaVNkaDkVu63gLA/+38P0ps++wikokQQngrOap5Ok2D8/WLSrFhDhQXuHb9XtzFs6wr2l9BsCWYI1lHWHF0hUvXbc9EeHEgJoRoniSI8AbdroKgGMg+Adu/cu26m0EmAsDf7M/fO/0dgI93uLa7py2zIZkIIYS3kaOaNzCaof/d+uMN77p23crWsNK7gwiAsZ3HYtJMJKUmsffMXpet13Y6w6R5b7sSIUTzJEGEtzjnFjCYIWUrpO5y3XrtmQjv/6hE+kdyQZsLAPhu/3cuW6908RRCeCs5qnmLgHDoeIn+eOs81623mbSJsLk88XJAvzCX7eqb9WUf9rqZ1KEQovmQIMKb9L5Rv9/2OZS45gfQPmKll7eJsLmg9QWE+oRyKu8U6/5yzXDikokQQngrOap5k8QR4B+uN7A8sNw167Q2r0yE2Wjm0vhLAded0pALcAkhvJUEEd7EZIEe1+mPXXFKQymg9AqhzegH0HZKY1nyMjILM+u9PslECCG8lRzVvE2vsfr97oWQl16/dZUddKmZZCIAuoZ1JTE0kUJrIYsPLa73+iQTIYTwVhJEeJvoXhDZFUoKYMeC+q1LNc8gQtM0Lm+vZyO+21f/UxqSiRBCeCs5qnkbTTubjdhaz6tSls1ENLN/0aMTRmPQDGw9uZXDmYfrtS4ZbEoI4a3kqOaNev5d/9E/ugFO7av7epppJgKgpX9LBsYMBOrfwFJOZwghvJUEEd4oKAoSh+uPf69HNqIZZyJAv54GwPf7v7cHAnVhP53hxZdTF0I0T3JU81a2Uxp/fFXay6IOyv5wNrNMBMCw2GEEmgNJyUlh28ltdV6PDHsthPBWEkR4q46XgNEHzhyCk7vrtg6HTETz+6j4mnwZ3HowACuPrqzzeqRhpRDCW8lRzVtZAiBhqP54z491W4d9tEqD3mCzGRoaOxSA5cl1H7zLapU2EUII7yRBhDfrNEq/313HIEI1j8uAV2dw68EYNSP7M/aTnJlcp3VIJkII4a3kqObNOo7U749tgqwTtX99MxvyujIhPiH0bdUXgBVHVtRpHdI7QwjhrSSI8GbB0dC6j/74z0W1f739Cp7Nu0Gg7ZTGiqMr6vR66Z0hhPBWclTzdrZTGnt+qv1rS8/lN+fTGQBDYocAkHQiiYyCjFq/XjIRQghvJUGEt+ukX5GSA8uhMLd2r7VnIpr3xyQ2KJbE0ERKVAmrj62u9ettQYS0iRBCeBs5qnm7yK4Q2haK82t/eXCrNKy0GRY7DKhbu4ji0l4ukokQQngbCSK8naadzUbUtqunkoaVNrYgYs2xNRSVFNXqtZKJEEJ4KzmqNQf2IGKR4wBSNZFMhF23iG5E+EWQU5TDxhMba/VaW8NKowRjQggvI0FEcxB3PviEQO4pOLbZ+ddJJsLOoBkY0kZvYFnbUxrSsFII4a0kiGgOjGboMEJ/XJtTGvZMhHxM4OwpjeVHlqNqcT0SGWxKCOGt5KjWXNSlq6cMNuWgf3R//Ex+HM85zp9n/nT6dZKJEEJ4Kwkimov2FwKafjGu7FTnXiPDXjvwNflybuS5AGw6scnp10kmQgjhreSo1lz4h0Grbvrjw7869xqrjFhZXt8ofQjsTcedDyIkEyGE8FYSRDQn7fTLWnNojXPLS8PKCmzX0dh0YpM9OKiJdPEUQngrOao1J/YgwtlMhG3Ya/mY2HSL6IafyY/0gnT2p+936jUlpRkdyUQIIbyN/Do0J23P1+9P7oKcUzUvL5mICswGM71b9gZg43HnxouQNhFCCG8lR7XmJCAcImvRLkIGm6qUvV2Ek40rZbApIYS3kiCiuWk3SL93pl2EZCIqdV7UeQBsPrG5xvEiyrabkEyEEMLbyFGtualNuwjJRFSqe3h3fI2+pOWncSDjQLXL2rIQIG0ihBDeR4KI5iauNBORugNyTle/bOnVJyUT4chsNNMrshdQc7uIspkICSKEEN5GgojmJiACWnbRH9fULkJJ74yqlO3qWZ2SMhc8k9MZQghvI0e15sh2SqOmIEKGva6SrV3ExuMbq20X4ZCJkHoUQngZCSKaI2cbVyoZsbIqPSJ64GP0IS0/jYOZB6tcrmybCMlECCG8jRzVmqO40kzEiR2Qm1b1ctKwskoWo4VeLfV2EdUNgS1tIoQQ3kyCiOYosCVEdAIUHF5b9XLSxbNa9nYR1QQRkokQQngzOao1V860i7BnIuRjUhnboFMbT1TdLkKGvBZCeDP5dWiu7ONFrK56GVsqXjIRlerZsicWg4VTeac4nHm40mXk4ltCCG8mR7bmKq70OhondkBhTuXLSJuIavkYfegWoQ8jvv3U9kqXsQ95LXUohPBCEkQ0V0FREBStZxuOV/4DKG0iatY1vCsAO0/vrHS+LRMh3TuFEN5IgojmLFrvXUDK75XPt41YKf+iq1RTECFX8BRCeDM5sjVn0b31+7+2Vj7fPtiUfEyq0jVMDyJ2pe1yGJ3Sxp6JkEBMCOGF5NehOYvprd+nbK18vn3Ya/kBrEp8SDx+Jj/yivMqbVwpmQghhDeTI1tzZstEnNwNhbkV51tlxMqaGA1GOrXoBMCO0zsqzJdMhBDCm0kQ0ZwFR0NgKz3jcOKPivOlYaVTqmsXIZkIIYQ3kyNbc1dduwjp4umU6oIIq1UyEUII7yVBRHNXXbsIyUQ4xRZE7E7b7XCtDJBMhBDCu8mRrblzKhMhH5PqxIfE42v0Jbc4t0LjSvtgUxKICSG8kPw6NHe2TMTJ3VCU5zhPhr12islgolOY3riy/CkNGfZaCOHN5MjW3AVFQ0CkfurieLnGldImwmlVtYuQYa+FEN5MgojmTtOqbhdhG7FSMhE1qiqIkIaVQghvJkGEqLpdhJJMhLNsQcSutF0OjSulYaUQwpvJkU1UfQ0NGfbaaQkhCfgYfcgpyiE5M9k+XQabEkJ4M/l1EGUaV+6Covyz0+0NK2XEypqYDCb7yJVlT2nYMxESiAkhvJAc2QQEtwb/CL0NxIkyQzdLw8pa6RLeBXAMIiQTIYTwZhJEiHKNK7ecnS6DTdVKt/BugN4uwkbaRAghvJkc2YSussaVkomoFXvjytO7UEoBkokQQng3CSKErrJunpKJqJWE0AQsBgtZRVkcyToCQHFpN1nJRAghvJEc2YTOlolI3QXFhfpjGfa6VswGs33kyt1puwHJRAghvJv8OghdSBswB+iNK9NLr/8gw17XWnxIPID9Ghoy7LUQwpvJkU3oNA3C2+uPT+/T720jVsq/aKe1C24HwKHMQ4BcgEsI4d0kiBBnhSfq9/YgQtpE1FZccBxwNoiQ0xlCCG8mQYQ4q3wQIcNe15otiLCdzpAunkIIbyZHNnGWPYjYr99LJqLW2ga3BSCjIIP0/HTJRAghvJoEEeKsCpkIaVhZW34mP6ICogD9lEaJVTIRQgjvJUc2cZatYWVWChRky2BTdVT2lIZkIoQQ3kyCCHGWXygEtNQfn94ng03Vka2HxuHMw9ImQgjh1eTIJhyVPaUhmYg6KdtDQ7p4CiG8mQQRwpF9rIj9komoo7KnMyQTIYTwZnJkE44cMhGlDSvlB7BWbKczkjOT7Q0rpU2EEMIbya+DcOQQRJSOWCmZiFqJCYzBpJnIL8knJScFkCBCCOGdJIgQjsqOFSGDTdWJyWCiTVAbAPan62NuyOkMIYQ3kiObcNQiHtCgIAOyTujTJBNRa7ZTGgczDgKSiRBCeCcJIoQjsy+ExuqPCzL0e4PJfeXxULbGlbnFuQAYDPJVE0J4HzmyiYpspzRs5F90rbULaefwXDIRQghvJEGEqCi8g+Nz+Rdda7ZMhI20iRBCeCM5somKJBNRb7Y2ETaSiRBCeCMJIkRFtgGnbKRhZa1F+EXgb/K3P5dMhBDCG8mRTVQkmYh60zTN4ZSGZCKEEN5IgghRUUgbMPqcfS6ZiDope0pDMhFCCG8kRzZRkcEIYQlnn8sPYJ3EhZzNRJikm6wQwgvJr4OoXNl2EZKJqJOypzMkEyGE8EZyZBOVK9suQs7n14mczhBCeDs5sonKlQ0iJBVfJ22D29ofS8NKIYQ3kiBCVM4hiJAfwLoItgQT5hsGSCZCCOGd5MgmKhdRZtRK+RddZ7ZTGtKwUgjhjeTIJirnHw5dr4D8TPAPc3dpPNbYLmNRKAZED3B3UYQQwuU0pZSqaaHMzExCQkLIyMggODi4McolhBBCiHpq6N9vOZ0hhBBCiDqRIEIIIYQQdSJBhBBCCCHqRIIIIYQQQtSJBBFCCCGEqBMJIoQQQghRJxJECCGEEKJOJIgQQgghRJ1IECGEEEKIOpEgQgghhBB1IkGEEEIIIepEggghhBBC1IkEEUIIIYSoEwkihBBCCFEnJmcWsl0tPDMzs0ELI4QQQgjXsf1u237HXc2pICIrKwuA2NjYBimEEEIIIRrO6dOnCQkJcfl6NeVEeGK1Wvnrr78ICgpC07QK8zMzM4mNjeXIkSMEBwe7vJDNgdSha0g91p/UYf1JHbqG1GP9ZWRk0LZtW86cOUNoaKjL1+9UJsJgMNCmTZsalwsODpY3up6kDl1D6rH+pA7rT+rQNaQe689gaJgmkNKwUgghhBB1IkGEEEIIIerEJUGEj48PU6dOxcfHxxWra5akDl1D6rH+pA7rT+rQNaQe66+h69CphpVCCCGEEOXJ6QwhhBBC1IkEEUIIIYSoEwkihBBCCFEnEkQIIYQQok5cEkTMmjWL+Ph4fH196dOnD6tXr3bFar3Siy++yHnnnUdQUBCRkZFceeWV7Nmzx2EZpRTTpk0jJiYGPz8/hg4dyo4dO9xU4qbvxRdfRNM0HnroIfs0qcOaHTt2jJtvvpnw8HD8/f3p3bs3mzdvts+XOqxZcXExzzzzDPHx8fj5+ZGQkMD06dOxWq32ZaQeHa1atYoxY8YQExODpml8++23DvOdqa+CggIeeOABIiIiCAgI4PLLL+fo0aONuBfuVV0dFhUV8fjjj9OjRw8CAgKIiYlh3Lhx/PXXXw7rcFkdqnqaP3++MpvNas6cOWrnzp3qwQcfVAEBAerw4cP1XbVXuuSSS9SHH36o/vjjD7V161Z12WWXqbZt26rs7Gz7Mi+99JIKCgpSX3/9tdq+fbu6/vrrVXR0tMrMzHRjyZumDRs2qHbt2qmePXuqBx980D5d6rB6aWlpKi4uTt16661q/fr16uDBg+qXX35R+/btsy8jdVizf/7znyo8PFz98MMP6uDBg+rLL79UgYGBaubMmfZlpB4d/fjjj+rpp59WX3/9tQLUN9984zDfmfq65557VOvWrdWSJUtUUlKSGjZsmOrVq5cqLi5u5L1xj+rqMD09XV100UXq888/V7t371br1q1T/fv3V3369HFYh6vqsN5BRL9+/dQ999zjMK1z587qiSeeqO+qm4XU1FQFqJUrVyqllLJarSoqKkq99NJL9mXy8/NVSEiIevvtt91VzCYpKytLdejQQS1ZskQNGTLEHkRIHdbs8ccfV4MHD65yvtShcy677DJ1++23O0y7+uqr1c0336yUknqsSfkfQGfqKz09XZnNZjV//nz7MseOHVMGg0EtWrSo0creVFQWiJW3YcMGBdj/3LuyDut1OqOwsJDNmzdz8cUXO0y/+OKLWbt2bX1W3WxkZGQAEBYWBsDBgwc5fvy4Q536+PgwZMgQqdNy7rvvPi677DIuuugih+lShzX77rvv6Nu3L9dddx2RkZGcc845zJkzxz5f6tA5gwcPZunSpfz5558A/P7776xZs4ZLL70UkHqsLWfqa/PmzRQVFTksExMTQ/fu3aVOq5CRkYGmafYLcLmyDp26AFdVTp06RUlJCa1atXKY3qpVK44fP16fVTcLSikmT57M4MGD6d69O4C93iqr08OHDzd6GZuq+fPnk5SUxMaNGyvMkzqs2YEDB5g9ezaTJ0/mqaeeYsOGDUyaNAkfHx/GjRsndeikxx9/nIyMDDp37ozRaKSkpIQXXniBsWPHAvJZrC1n6uv48eNYLBZatGhRYRn53akoPz+fJ554ghtvvNF+ETNX1mG9ggib8pcHV0pVeslw4ej+++9n27ZtrFmzpsI8qdOqHTlyhAcffJCff/4ZX1/fKpeTOqya1Wqlb9++/Otf/wLgnHPOYceOHcyePZtx48bZl5M6rN7nn3/OJ598wrx58+jWrRtbt27loYceIiYmhvHjx9uXk3qsnbrUl9RpRUVFRdxwww1YrVZmzZpV4/J1qcN6nc6IiIjAaDRWiFxSU1MrRJLC0QMPPMB3333H8uXLHS6zHhUVBSB1Wo3NmzeTmppKnz59MJlMmEwmVq5cyRtvvIHJZLLXk9Rh1aKjo+natavDtC5dupCcnAzI59BZU6ZM4YknnuCGG26gR48e3HLLLTz88MO8+OKLgNRjbTlTX1FRURQWFnLmzJkqlxF6APH3v/+dgwcPsmTJEodLqbuyDusVRFgsFvr06cOSJUscpi9ZsoTzzz+/Pqv2Wkop7r//fhYsWMCyZcuIj493mB8fH09UVJRDnRYWFrJy5Uqp01LDhw9n+/btbN261X7r27cvN910E1u3biUhIUHqsAaDBg2q0LX4zz//JC4uDpDPobNyc3MxGBwPo0aj0d7FU+qxdpyprz59+mA2mx2WSUlJ4Y8//pA6LWULIPbu3csvv/xCeHi4w3yX1mGtmmFWwtbF8/3331c7d+5UDz30kAoICFCHDh2q76q90sSJE1VISIhasWKFSklJsd9yc3Pty7z00ksqJCRELViwQG3fvl2NHTu2WXcJc0bZ3hlKSR3WZMOGDcpkMqkXXnhB7d27V3366afK399fffLJJ/ZlpA5rNn78eNW6dWt7F88FCxaoiIgI9dhjj9mXkXp0lJWVpbZs2aK2bNmiAPXaa6+pLVu22HsOOFNf99xzj2rTpo365ZdfVFJSkrrwwgubVRfP6uqwqKhIXX755apNmzZq69atDr8zBQUF9nW4qg7rHUQopdRbb72l4uLilMViUeeee669u6KoCKj09uGHH9qXsVqtaurUqSoqKkr5+PioCy64QG3fvt19hfYA5YMIqcOaff/996p79+7Kx8dHde7cWb377rsO86UOa5aZmakefPBB1bZtW+Xr66sSEhLU008/7XCwlnp0tHz58kqPgePHj1dKOVdfeXl56v7771dhYWHKz89PjR49WiUnJ7thb9yjujo8ePBglb8zy5cvt6/DVXUolwIXQgghRJ3ItTOEEEIIUScSRAghhBCiTiSIEEIIIUSdSBAhhBBCiDqRIEIIIYQQdSJBhBBCCCHqRIIIIYQQQtSJBBFCNAPTpk2jd+/e7i6GEMLLyGBTQni4mq66N378eP773/9SUFBQYQx9IYSoDwkihPBwZa94+Pnnn/Pss886XFzLz8+PkJAQdxRNCOHl5HSGEB4uKirKfgsJCUHTtArTyp/OuPXWW7nyyiv517/+RatWrQgNDeW5556juLiYKVOmEBYWRps2bfjggw8ctnXs2DGuv/56WrRoQXh4OFdccQWHDh1q3B0WQjQZEkQI0UwtW7aMv/76i1WrVvHaa68xbdo0Ro8eTYsWLVi/fj333HMP99xzD0eOHAH0y14PGzaMwMBAVq1axZo1awgMDGTkyJEUFha6eW+EEO4gQYQQzVRYWBhvvPEGnTp14vbbb6dTp07k5uby1FNP0aFDB5588kksFgu//vorAPPnz8dgMPDee+/Ro0cPunTpwocffkhycjIrVqxw784IIdzC5O4CCCHco1u3bhgMZ/9HtGrViu7du9ufG41GwsPDSU1NBWDz5s3s27ePoKAgh/Xk5+ezf//+xim0EKJJkSBCiGbKbDY7PNc0rdJpVqsVAKvVSp8+ffj0008rrKtly5YNV1AhRJMlQYQQwinnnnsun3/+OZGRkQQHB7u7OEKIJkDaRAghnHLTTTcRERHBFVdcwerVqzl48CArV67kwQcf5OjRo+4unhDCDSSIEEI4xd/fn1WrVtG2bVuuvvpqunTpwu23305eXp5kJoRopmSwKSGEEELUiWQihBBCCFEnEkQIIYQQok4kiBBCCCFEnUgQIYQQQog6kSBCCCGEEHUiQYQQQggh6kSCCCGEEELUiQQRQgghhKgTCSKEEEIIUScSRAghhBCiTiSIEEIIIUSdSBAhhBBCiDr5f1+Rn7/mPToqAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(dCdR.T[0])\n", - "plt.plot(dCdR.T[30])\n", - "plt.plot(dCdR.T[50])\n", - "plt.legend(\n", - " [\n", - " r\"Change in $R$ right now\",\n", - " r\"Change in $R$ 30 periods ahead\",\n", - " r\"Change in $R$ 50 periods ahead\",\n", - " ]\n", - ")\n", - "plt.xlim(-2, 120)\n", - "plt.title(\"Consumption Response to Change in Interest Factor\")\n", - "plt.xlabel(\"Time\")\n", - "plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "6eff21bb", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(dCdZ.T[0])\n", - "plt.plot(dCdZ.T[20])\n", - "plt.plot(dCdZ.T[50])\n", - "plt.xlim(-2, 120)\n", - "plt.legend(\n", - " [\n", - " r\"Change in $Z$ right now\",\n", - " r\"Change in $Z$ 30 periods ahead\",\n", - " r\"Change in $Z$ 50 periods ahead\",\n", - " ]\n", - ")\n", - "plt.xlim(-2, 120)\n", - "plt.title(\"Consumption Response to Change in Labor Income\")\n", - "plt.xlabel(\"Time\")\n", - "plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "fe6feb98", - "metadata": {}, - "source": [ - "# Government Budget Constraint and Market Clearing\n", - "\n", - "We now need to specify the other blocks of this fiscal HANK model. The details of the model found [here](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) tell us that only the government budget constraint and the market clearing conditions need to be specified explicitly to capture the dynamics of the HANK model.\n", - "\n", - "The sequence space toolkit allows us to specify other blocks of the economy in a DYNARE-esque fashion as we simply need to write down the difference equations that define our model." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "b35ed9e0", - "metadata": {}, - "outputs": [], - "source": [ - "# Government Budget Constraint\n", - "@sj.simple\n", - "def fiscal(B, r, G, Y):\n", - " T = (1 + r) * B(-1) + G - B # total tax burden\n", - " Z = Y - T # after tax income\n", - " deficit = G - T\n", - " return T, Z, deficit\n", - "\n", - "\n", - "# Market Clearing Conditions\n", - "@sj.simple\n", - "def mkt_clearing(A, B, Y, C, G):\n", - " asset_mkt = A - B # asset market clearing\n", - " goods_mkt = Y - C - G # goods market clearing\n", - " return asset_mkt, goods_mkt" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "f5710651", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Store Jacobians in JacobianDict Object.\n", - "# This will capture behavior of heterogeneous hosueholds.\n", - "het_household_block = JacobianDict({\"C\": {\"Z\": dCdZ}, \"A\": {\"Z\": dAdZ}})" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "ffe65da0-7cea-4d60-9afe-f89adae896f8", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# SteadyStateDict:\n", - "# - Steady state values of each variable; we perturb around this steady state.\n", - "SteadyState_dict = SteadyStateDict(\n", - " {\n", - " \"asset_mkt\": 0.0,\n", - " \"goods_mkt\": 0.0,\n", - " \"deficit\": G_ss - T_ss,\n", - " \"B\": B_ss, # Gov. Debt\n", - " \"r\": r_ss, # Interest rate\n", - " \"G\": G_ss, # Gov. Spending\n", - " \"Y\": Y_ss, # Output\n", - " \"A\": B_ss, # Assets\n", - " \"C\": C_ss, # Consumption\n", - " \"Z\": Y_ss - T_ss, # Income (post-tax)\n", - " \"T\": T_ss, # Lump Sum Taxes\n", - " }\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "baceec7c-39e8-4af5-a6f1-4e9ffe9ddc90", - "metadata": {}, - "outputs": [], - "source": [ - "# Create the model by combining three blocks:\n", - "# (1) microeconomic responses to macroeconomic news (Jacobians)\n", - "# (2) fiscal authority behavior\n", - "# (3) market clearing conditions\n", - "HANK = sj.create_model([het_household_block, fiscal, mkt_clearing], name=\"HA Model\")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "8fecc81e-b97e-4463-af4a-d1d6864c1392", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Choose aggregate shock parameters for the simulation\n", - "T = 300 # <-- the length of the impulse response function\n", - "rho_G = 0.8 # peristence of shock\n", - "dG = 0.01 * rho_G ** np.arange(T)\n", - "shocks = {\"G\": dG}" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "6d321734-6686-4857-b95d-0a5988232696", - "metadata": {}, - "outputs": [], - "source": [ - "# Obtain impulse responses\n", - "unknowns_td = [\"Y\"] # unknowns to solve for\n", - "targets_td = [\"asset_mkt\"] # to clear target condition below\n", - "\n", - "# Solve for impulse responses to gov. spending shock (balanced budget)\n", - "irfs_G_lin = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, shocks\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "93a0c5fc", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Define a function that can plot impulse response functions\n", - "def show_irfs(\n", - " irfs_list,\n", - " variables,\n", - " labels=[\" \"],\n", - " ylabel=r\"Percentage points (dev. from ss)\",\n", - " T_plot=50,\n", - " figsize=(18, 6),\n", - "):\n", - " if len(irfs_list) != len(labels):\n", - " labels = [\" \"] * len(irfs_list)\n", - " n_var = len(variables)\n", - " fig, ax = plt.subplots(1, n_var, figsize=figsize, sharex=True)\n", - " for i in range(n_var):\n", - " # plot all irfs\n", - " for j, irf in enumerate(irfs_list):\n", - " ax[i].plot(irf[variables[i]][:50], label=labels[j])\n", - " ax[i].set_title(variables[i])\n", - " ax[i].set_xlabel(r\"$t$\")\n", - " if i == 0:\n", - " ax[i].set_ylabel(ylabel)\n", - " ax[i].legend()\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "523314a5", - "metadata": {}, - "source": [ - "## Government Spending Shock (Balanced Budget)\n", - "\n", - "The plot belows illustrate the impulse responses to a government spending shock that is completely funded by increases in taxes. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "d287b37c", - "metadata": {}, - "outputs": [ - { 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the Impulse Response Function\n", - "show_irfs([irfs_G_lin], [\"G\", \"Y\", \"T\"], labels=[\"balanced budget\"])" - ] - }, - { - "cell_type": "markdown", - "id": "d6b166b2", - "metadata": {}, - "source": [ - "## Government spending shock (deficit financed)\n", - "\n", - "Now let us produce the responses to a government spending shock when it is mostly deficit financed. \n", - "\n", - "To do so, we will shock government debt such that the cumulative sum of debt shock is equal to the cumulative sum of the increase in government spending." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "d4ccf0d0-b580-4070-af10-ebd8b7e5f5f4", - "metadata": {}, - "outputs": [], - "source": [ - "# Define a 'fiscal rule' to this government spending shock\n", - "# by specifying a shock to debt that will finance the gov. spending shock\n", - "rho_B = 0.9 # how fast to move back toward fiscal target\n", - "dB = np.cumsum(dG) * rho_B ** np.arange(T)\n", - "\n", - "# Debt-financed government spending means we shock both government spending and debt\n", - "shocks_B = {\"G\": dG, \"B\": dB}" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "2c700b65-a65a-4bd8-938a-97c0db92a028", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Solve for impulse responses\n", - "irfs_B_lin = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, shocks_B\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "332b34b6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show government spending, output, and taxes\n", - "show_irfs(\n", - " [irfs_G_lin, irfs_B_lin],\n", - " [\"G\", \"Y\", \"T\"],\n", - " labels=[\"balanced budget\", \"deficit financed\"],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "b0560df9-6428-4a31-921b-8637ef57107e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show the deficit and consumption\n", - "show_irfs(\n", - " [irfs_G_lin, irfs_B_lin],\n", - " [\"deficit\", \"C\"],\n", - " labels=[\"balanced budget\", \"deficit financed\"],\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "a06333f4-f3e6-4af7-923d-a1d211967aa3", - "metadata": {}, - "source": [ - "# Why does HANK matter?\n", - "\n", - "Let us compare deficit financed government spending responses in HANK vs TANK vs RANK.\n", - "\n", - "To do so, a representative agent and a two agent household block will be specified to produce a RANK and TANK model. \n" - ] - }, - { - "cell_type": "markdown", - "id": "0f74e008-a96e-4b5f-8e8f-5b518ef4948b", - "metadata": {}, - "source": [ - "## Specify a representative agent household\n", - "\n", - "The representative agent household solution can be expressed analytically; below are the difference equations (Euler equation and budget constraint) that define the representative agent problem." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "d6743a5c-797d-4ba6-b6ba-ba6a4bf471a7", - "metadata": {}, - "outputs": [], - "source": [ - "@sj.solved(\n", - " unknowns={\"C\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", - ") # solver=\"broyden_custom\")\n", - "def hh_ra(C, A, Z, eis, beta, r):\n", - " euler = (beta * (1 + r(+1))) ** (-eis) * C(+1) - C # RA euler equation\n", - " budget_constraint = (1 + r) * A(-1) + Z - C - A # RA budget constraint\n", - " MPC = 0\n", - " return euler, budget_constraint, MPC\n", - "\n", - "\n", - "# create RANK model where heterogeneous household block hh_ha is replaced with RA block 'hh_ra'\n", - "RANK = sj.create_model([hh_ra, fiscal, mkt_clearing], name=\"Representative agent model\")" - ] - }, - { - "cell_type": "markdown", - "id": "b238e64e-4a22-41c1-ac27-9034687f1854", - "metadata": {}, - "source": [ - "## Specify a Two Agent (TA) economy (Campbell-Mankiw)\n", - "\n", - "As in the rep. agent problem, the difference equations (euler equation and budget constraint) that define the two agent problem are analytically available." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "91f14ad6-9b3a-45a1-ab1a-e2d9fe989240", - "metadata": {}, - "outputs": [], - "source": [ - "# Deep in SSJ weeds, we need this object:\n", - "@sj.solved(\n", - " unknowns={\"C_RA\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", - ") # , solver=\"broyden_custom\")\n", - "\n", - "# household_twoagent:\n", - "def hh_ta(C_RA, A, Z, eis, beta, r, lam):\n", - " # consumption of infinitely lived household\n", - " euler = (beta * (1 + r(+1))) ** (-eis) * C_RA(+1) - C_RA\n", - " # hand to mouth agent consumes income Z\n", - " C_H2M = Z\n", - " # aggregate C is weighted sum of C of two types\n", - " C = (1 - lam) * C_RA + lam * C_H2M # lam is frac of hand to mouth households\n", - " # aggregate budget constraint\n", - " budget_constraint = (1 + r) * A(-1) + Z - C - A\n", - " MPC = 0\n", - " return euler, budget_constraint, C_H2M, C, MPC\n", - "\n", - "\n", - "# create TANK model where heterogeneous household is replaced with 'hh_ta'\n", - "TANK = sj.create_model([hh_ta, fiscal, mkt_clearing], name=\"Two agent model\")" - ] - }, - { - "cell_type": "markdown", - "id": "ceac82e9-de7c-4bc6-865b-acb6470cd2e2", - "metadata": {}, - "source": [ - "## Calibrate and find steady states of TANK and RANK models.\n", - "\n", - "Now that we have defined the representative agent and two agent models, we need to solve for a steady state in each model for which we will perturb around later to solve for dynamics." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "79c5ab27-ab2e-442c-812b-383df409bfdc", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# base dictionary for calibrating representative agent and two agent household.\n", - "calibration = {\n", - " \"eis\": 0.5, # EIS\n", - " \"G\": G_ss, # Government spending\n", - " \"B\": B_ss, # Government debt\n", - " \"Y\": Y_ss, # Output\n", - " \"r\": r_ss,\n", - "} # Number of productivity grid points" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "ad591df6-2229-4a26-bbf3-1cc5328048d4", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Rep Agent calibration\n", - "calibration_ra = calibration.copy()\n", - "calibration_ra[\"beta\"] = 1 / (1 + calibration_ra[\"r\"]) # for steady state consumption\n", - "calibration_ra[\"B\"] = calibration[\"B\"]\n", - "\n", - "unknowns_ra_ss = {\n", - " \"C\": 1.0,\n", - " \"A\": 0.8,\n", - "} # solve for two unknowns to clear the targets below\n", - "targets_ra_ss = {\"budget_constraint\": 0.0, \"asset_mkt\": 0.0}\n", - "\n", - "# solve for steady state for RANK model\n", - "ss_RANK = RANK.solve_steady_state(\n", - " calibration_ra, unknowns_ra_ss, targets_ra_ss, dissolve=[\"hh_ra\"]\n", - ") # solve steady state for RANK model" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "51819b72-9ba9-4a36-b240-72745a1c2579", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Two Agent calibration\n", - "calibration_ta = calibration_ra.copy() # dictionary for two agent block\n", - "calibration_ta[\"lam\"] = 0.25 # proportion of hand to mouth\n", - "unknowns_ta_ss = {\n", - " \"C_RA\": 1.0,\n", - " \"A\": 0.8,\n", - "} # solve for two unknowns to clear the targets below\n", - "\n", - "# solve for steady state for TANK model\n", - "ss_TANK = TANK.solve_steady_state(\n", - " calibration_ta, unknowns_ta_ss, targets_ra_ss, dissolve=[\"hh_ta\"]\n", - ") # solve steady state for TANK model" - ] - }, - { - "cell_type": "markdown", - "id": "3eb1f5d6-543d-4591-b4d9-7b4adef4e39c", - "metadata": { - "tags": [] - }, - "source": [ - "## Impulse responses to deficit financed G shocks:\n", - "### HANK vs TANK vs RANK" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "7238b86f-2033-40a6-a9f9-9fa31a4c02a1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "irfs_RANK = RANK.solve_impulse_linear(\n", - " ss_RANK, unknowns_td, targets_td, shocks_B\n", - ") # solve for impulse responses in RANK model\n", - "irfs_TANK = TANK.solve_impulse_linear(\n", - " ss_TANK, unknowns_td, targets_td, shocks_B\n", - ") # solve for impulse responses in TANK model\n", - "\n", - "# Plot irfs of HANK, RANK, and TANK\n", - "show_irfs(\n", - " [irfs_B_lin, irfs_RANK, irfs_TANK],\n", - " variables=[\"deficit\", \"Y\", \"C\"],\n", - " labels=[\"HANK\", \"RANK\", \"TANK\"],\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "147be7ca-01e9-4401-98b2-1a3747813ac5", - "metadata": {}, - "source": [ - "# Simulating time series" - ] - }, - { - "cell_type": "markdown", - "id": "e7168496-cd84-4627-9c44-3374adb5909d", - "metadata": {}, - "source": [ - "## Simulate deficit financed government spending shocks." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "b5c0769c-7cd4-4050-9a8e-8e303f5e80de", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "from estimation.routines import simulate\n", - "\n", - "outputs = [\"Y\", \"C\", \"deficit\", \"G\"] # aggregate variables to be simulated\n", - "\n", - "impulses_ha = {}\n", - "impulses_ra = {}\n", - "impulses_ta = {}\n", - "\n", - "shk_std = 0.001 # standard deviation of shock\n", - "rho_G = 0.8 # persistence of G shock\n", - "rho_B = 0.9 # persistence of Deficit shock\n", - "\n", - "dG = shk_std * 0.8 ** np.arange(T) # G Shock series\n", - "dB = np.cumsum(dG) * rho_B ** np.arange(T) # deficit shock series (fiscal rule)\n", - "\n", - "# own_shock captures AR shock process to deficit financed G spending\n", - "own_shock = {\"G\": shk_std * rho_G ** np.arange(T), \"B\": dB}\n", - "impulses_ha[\"ha\"] = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to HANK\n", - "impulses_ta[\"ta\"] = TANK.solve_impulse_linear(\n", - " ss_TANK, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to TANK\n", - "impulses_ra[\"ra\"] = RANK.solve_impulse_linear(\n", - " ss_RANK, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to RANK\n", - "\n", - "T_sim = 80 # simulate for 80 quarters\n", - "data_simul_ha = simulate(\n", - " list(impulses_ha.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in HANK\n", - "data_simul_ta = simulate(\n", - " list(impulses_ta.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in TANK\n", - "data_simul_ra = simulate(\n", - " list(impulses_ra.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in RANK" - ] - }, - { - "cell_type": "markdown", - "id": "e2a9f3f3-d75b-41dd-a2cf-56466a4d7d22", - "metadata": {}, - "source": [ - "# Comparing time series of HANK, TANK, and RANK" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "e3d57079-04c4-4567-80a0-10ac88c006ed", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(13, 5))\n", - "axes[0].plot(data_simul_ha[\"Y\"], c=\"blue\")\n", - "axes[0].plot(data_simul_ta[\"Y\"], c=\"green\")\n", - "axes[0].plot(data_simul_ra[\"Y\"], c=\"orange\")\n", - "axes[0].set_title(\"Output\")\n", - "axes[0].set_xlabel(\"Quarters\")\n", - "axes[1].plot(data_simul_ha[\"G\"], c=\"blue\")\n", - "axes[1].plot(data_simul_ta[\"G\"], c=\"green\")\n", - "axes[1].plot(data_simul_ra[\"G\"], c=\"orange\")\n", - "axes[1].set_title(\"Government Spending\")\n", - "axes[1].set_xlabel(\"Quarters\")\n", - "axes[2].plot(data_simul_ha[\"deficit\"], c=\"blue\")\n", - "axes[2].plot(data_simul_ta[\"deficit\"], c=\"green\")\n", - "axes[2].plot(data_simul_ra[\"deficit\"], c=\"orange\")\n", - "axes[2].set_title(\"Deficit\")\n", - "axes[2].set_xlabel(\"Quarters\")\n", - "fig.tight_layout()" - ] - } - ], - "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": "3.12.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From cccae2edc8e249c5089d04be0e81e5dd99832ddd Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 12:21:57 +1100 Subject: [PATCH 05/13] revert delete hankfiscal --- .../HANKFiscal_example.ipynb | 1034 ----------------- 1 file changed, 1034 deletions(-) delete mode 100644 examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb diff --git a/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb b/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb deleted file mode 100644 index aa43b34ff..000000000 --- a/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb +++ /dev/null @@ -1,1034 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "9aff8c24", - "metadata": {}, - "source": [ - "# Fiscal Policy in a HANK model using HARK and SSJ\n", - "\n", - "By William Du (wdu9@jhu.edu) \n", - "\n", - "- This notebook demonstrates how HARK and the SSJ toolkit can be combined to the canonical HANK model with fiscal policy \n", - "- Content here builds on the excellent foundation of this [SSJ notebook](https://github.com/shade-econ/nber-workshop-2022/blob/main/Tutorials/Tutorial%201%20Fiscal%20Policy.ipynb) \n", - "\n", - "## HARK Solves for the Microeconomic Steady State\n", - "\n", - "Essentially all structural micro models are Bellman problems\n", - "\n", - "HARK is designed to solve difficult micro Bellman problems with\n", - "- uncertainty\n", - "- nondifferentiable constraints (e.g., liquidity)\n", - "- discontinuities\n", - "- and other challenging features\n", - "\n", - "HARK has a library of reproducible solved models:\n", - "- Lifecycle models\n", - "- Discrete-continuous choice\n", - " - e.g. retirement and consumption\n", - " - lumpy durable goods purchases\n", - "- Portfolio choice\n", - " - between risky and safe, liquid and illiquid\n", - "- Labor supply decisions \n", - "- And particularly problems where agents have several choices:\n", - " - e.g., consumption and portfolio choice\n", - "
\n", - "\n", - "## SSJ toolkit takes micro soln as input, and calculates macro\n", - "\n", - "- SSJ was created to solve HANK models\n", - " - given the solution to the steady state of a micro model\n", - "\n", - "- Its big insight: Solving the microeconomic model (in steady state) can be *independent* of working out macroeconomic dynamics\n", - "\n", - "## HARK $\\rightarrow$ SSJ lets us solve macro models with rich micro realism" - ] - }, - { - "cell_type": "markdown", - "id": "bf4b8cce", - "metadata": {}, - "source": [ - "# Model\n", - "\n", - "We illustrate here using a HANK model from the [lecture slides](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) from the SSJ authors' heterogeneous agent workshop.\n", - "\n", - "## Model features\n", - "\n", - "- Households:\n", - " - Have access to a riskfree asset for saving/borrowing\n", - " - Face realistically calibrated idiosyncratic income shocks\n", - "\n", - "- Macro:\n", - " - Sticky wages\n", - " - Government budget constraint:\n", - " - Expenditures: Unemployment insurance system\n", - " - Taxes: labor income\n", - " - Fiscal rule: Debt to GDP ratio\n" - ] - }, - { - "cell_type": "markdown", - "id": "f10546d3", - "metadata": {}, - "source": [ - "## Bringing Model to Code\n", - "\n", - "We first import\n", - "- some basic, commonly used numerical tools (e.g. numpy and scipy)\n", - "- a NewKeynesianConsumerType from HARK\n", - "- the SSJ toolkit" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "49d75e2d", - "metadata": {}, - "outputs": [], - "source": [ - "# Basic scientific tools\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import time\n", - "from scipy import optimize\n", - "\n", - "# HARK agents\n", - "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType\n", - "\n", - "# Sequence space Jacobian toolkit\n", - "from sequence_jacobian.classes import JacobianDict, SteadyStateDict\n", - "import sequence_jacobian as sj # SSJ will allow us to define blocks, models, compute IRFs, etc" - ] - }, - { - "cell_type": "markdown", - "id": "b676fc68", - "metadata": {}, - "source": [ - "### Calibrate Steady State Values\n", - "\n", - "Next, we calibrate the steady state values of some outcomes, and calculate a few values implied by them." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "3fa9a283", - "metadata": {}, - "outputs": [], - "source": [ - "# Steady state calibration\n", - "r_ss = 0.03 # Interest rate\n", - "G_ss = 0.2 # Government spending\n", - "B_ss = 0.2 # Government debt (bonds)\n", - "Y_ss = 1.0 # Output\n", - "\n", - "# steady state relations\n", - "T_ss = G_ss + r_ss * B_ss # Lump sum taxes to keep debt constant\n", - "Z_ss = Y_ss - T_ss # After tax labor income\n", - "F_ss = G_ss - T_ss # Government budget deficit" - ] - }, - { - "cell_type": "markdown", - "id": "9373f1a5-7bfc-4ceb-b04b-f16110b7344a", - "metadata": {}, - "source": [ - "### Micro Agent Parameters\n", - "\n", - "Microeconomic agents in HARK have a rich set of parameters wired into them by default.\n", - "\n", - "We need only specify the parameters whose values we want to highlight" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "e4a84511", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "HANK_dict = {\n", - " \"Rfree\": 1.0 + r_ss, # Interest factor on assets\n", - " \"tax_rate\": [0.0], # Assume that labor here is actually after tax income\n", - " \"labor\": [Z_ss], # Will be solving the micro model in steady state\n", - " \"UnempPrb\": 0.0, # Probability of unemployment while working\n", - " \"IncUnemp\": 0.0, # Unemployment benefits replacement rate\n", - "}" - ] - }, - { - "cell_type": "markdown", - "id": "0b97096a", - "metadata": {}, - "source": [ - "## Find Equilibrium Discount Factor\n", - "\n", - "Above, we exogenously calibrated the steady state level of government debt $B_{ss}$. $B_{ss}$ should be *owned* by someone, so in equilibrium our agents must want to hold the same level of assets as there are government bonds. To accomplish this, we specify a function that yields steady state asset holdings as a function of agents' discount factor $\\beta$, and another function that simply differences it with our target level of assets. The appropriate discount factor can then be found by performing a bounded search for a root of the difference function." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "ac7ec69c", - "metadata": {}, - "outputs": [], - "source": [ - "# Define function to compute steady-state aggregate assets as a function of the discount factor\n", - "def calc_SS_assets_from_discfac(beta):\n", - " HANK_dict[\"DiscFac\"] = beta # set the proposed discount factor\n", - " TempAgent = NewKeynesianConsumerType(\n", - " **HANK_dict, verbose=False\n", - " ) # make an AgentType instance\n", - " A_ss = TempAgent.compute_steady_state()[0] # compute steady state assets\n", - " return A_ss\n", - "\n", - "\n", - "# the \"gap\" is the distance between target assets and actual\n", - "def calc_asset_gap(beta):\n", - " return calc_SS_assets_from_discfac(beta) - A_target\n", - "\n", - "\n", - "# Discount factor takes value that generates the (calibrated) $B$\n", - "A_target = B_ss\n", - "DiscFac_star = optimize.brentq(calc_asset_gap, 0.85, 0.99)" - ] - }, - { - "cell_type": "markdown", - "id": "e2afbf98-bd36-4b98-a4a5-084b1bcff766", - "metadata": {}, - "source": [ - "## Make Agents with Calibrated Discount Factor\n", - "\n", - "Now that we have $\\beta^{*}$, we can make an AgentType instance that will be used for the general equilibrium analysis. We make an instance of the `NewKeynesianConsumerType` whose discount factor is $\\beta^{*}$. \n", - "\n", - "To verify that we did what we set out to do, we can check that the output goods market clears (output is accounted for by consumption and government spending) and that the asset market clears (retained assets are accounted for by government bonds). Both conditions should be very close to zero." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "dc28006a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Goods clearing condition: -2.0539125955565396e-15\n", - "Asset clearing condition: -4.8683279629813114e-14\n" - ] - } - ], - "source": [ - "# Create a HARK agent\n", - "HANK_dict[\"DiscFac\"] = DiscFac_star\n", - "Agent_GE = NewKeynesianConsumerType(**HANK_dict, verbose=False)\n", - "A_ss, C_ss = Agent_GE.compute_steady_state()\n", - "\n", - "# Verify market clearing conditions\n", - "print(\"Goods clearing condition:\", Y_ss - C_ss - G_ss)\n", - "print(\"Asset clearing condition:\", A_ss - B_ss)" - ] - }, - { - "cell_type": "markdown", - "id": "f7336168", - "metadata": {}, - "source": [ - "## Compute Jacobian Matrices\n", - "\n", - "A deep insight that has recently made a major impact on our ability to handle heterogeneous agents models with serious microeconomic heterogeneity is that, even when the microeconomic problems agents face are deeply nonlinear (in ways that are fundamentally important to their sense-making), deviations from the steady state of a macroeconomy populated by such agents tend to be very close to linear. That is, the macroeconomy can be linearized. \n", - "\n", - "In large part this is because the measured magnitude of aggregate shocks is tiny compared to the degree of microeconomic heterogeneity. Aggregate permanent income shocks, for example, are 100 times smaller than idiosyncratic shocks.\n", - "\n", - "Linearization makes it appropriate to calculate the dynamics of the model with response to 'MIT shocks,' as opposed to needing to develop more complicated functions. In technical terms, this means that the crucial (and only) thing we need from the micro model is its response to small future disturbances-- the Jacobian matrix.\n", - "\n", - "(We need to know the response to future shocks so that we can think coherently, for example, about monetary policy in which future movements in the Fed Funds rate are predictable, or where \"forward guidance\" is provided).\n", - "\n", - "HARK has a tool for calculating the Jacobian matrices that characterize consumption and asset responses to an exogenous *transitory* change in the interest factor (Rfree) or labor income (labor) that will occur in the future. This is accomplished with the `calc_jacobian` method, passing as arguments the name of the variable that will be changed and the maximum number of periods in the future that a (marginal) change could occur.\n", - "\n", - "The outputs of this method are objects that represent the sensitivity of aggregate consumption and asset holdings (respectively) in each period to the *advance knowledge* of an exogenous change in each parameter." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "ea09fc75", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time to compute Jacobians: 12.119 seconds.\n" - ] - } - ], - "source": [ - "# Time the computation of the Jacobian matrices\n", - "start = time.time()\n", - "\n", - "# Derivatives of consumption and assets wrt R\n", - "dCdR, dAdR = Agent_GE.calc_jacobian(\n", - " \"Rfree\", 300\n", - ") # Jacobians of consumption and assets w.r.t. interest factor changes up to 300 periods ahead\n", - "\n", - "# Derivatives with respect to after-tax labor income Z\n", - "dCdZ, dAdZ = Agent_GE.calc_jacobian(\n", - " \"labor\", 300\n", - ") # Jacobians of consumption and assets w.r.t. labor supply changes up to 300 periods ahead\n", - "\n", - "print(\"Time to compute Jacobians: {:.3f} seconds.\".format(time.time() - start))" - ] - }, - { - "cell_type": "markdown", - "id": "8461c6e2-31bb-483b-93ba-6444db38ebc5", - "metadata": {}, - "source": [ - "## Plot Jacobians\n", - "\n", - "To inspect the Jacobian matrix for aggregate consumption, we can plot some of its rows/columns, representing the consumption response to a change in the interest factor or labor income $T$ periods in the future." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ce169ef9", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(dCdR.T[0])\n", - "plt.plot(dCdR.T[30])\n", - "plt.plot(dCdR.T[50])\n", - "plt.legend(\n", - " [\n", - " r\"Change in $R$ right now\",\n", - " r\"Change in $R$ 30 periods ahead\",\n", - " r\"Change in $R$ 50 periods ahead\",\n", - " ]\n", - ")\n", - "plt.xlim(-2, 120)\n", - "plt.title(\"Consumption Response to Change in Interest Factor\")\n", - "plt.xlabel(\"Time\")\n", - "plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "6eff21bb", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(dCdZ.T[0])\n", - "plt.plot(dCdZ.T[20])\n", - "plt.plot(dCdZ.T[50])\n", - "plt.xlim(-2, 120)\n", - "plt.legend(\n", - " [\n", - " r\"Change in $Z$ right now\",\n", - " r\"Change in $Z$ 30 periods ahead\",\n", - " r\"Change in $Z$ 50 periods ahead\",\n", - " ]\n", - ")\n", - "plt.xlim(-2, 120)\n", - "plt.title(\"Consumption Response to Change in Labor Income\")\n", - "plt.xlabel(\"Time\")\n", - "plt.yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "fe6feb98", - "metadata": {}, - "source": [ - "# Government Budget Constraint and Market Clearing\n", - "\n", - "We now need to specify the other blocks of this fiscal HANK model. The details of the model found [here](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) tell us that only the government budget constraint and the market clearing conditions need to be specified explicitly to capture the dynamics of the HANK model.\n", - "\n", - "The sequence space toolkit allows us to specify other blocks of the economy in a DYNARE-esque fashion as we simply need to write down the difference equations that define our model." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "b35ed9e0", - "metadata": {}, - "outputs": [], - "source": [ - "# Government Budget Constraint\n", - "@sj.simple\n", - "def fiscal(B, r, G, Y):\n", - " T = (1 + r) * B(-1) + G - B # total tax burden\n", - " Z = Y - T # after tax income\n", - " deficit = G - T\n", - " return T, Z, deficit\n", - "\n", - "\n", - "# Market Clearing Conditions\n", - "@sj.simple\n", - "def mkt_clearing(A, B, Y, C, G):\n", - " asset_mkt = A - B # asset market clearing\n", - " goods_mkt = Y - C - G # goods market clearing\n", - " return asset_mkt, goods_mkt" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "f5710651", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Store Jacobians in JacobianDict Object.\n", - "# This will capture behavior of heterogeneous hosueholds.\n", - "het_household_block = JacobianDict({\"C\": {\"Z\": dCdZ}, \"A\": {\"Z\": dAdZ}})" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "ffe65da0-7cea-4d60-9afe-f89adae896f8", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# SteadyStateDict:\n", - "# - Steady state values of each variable; we perturb around this steady state.\n", - "SteadyState_dict = SteadyStateDict(\n", - " {\n", - " \"asset_mkt\": 0.0,\n", - " \"goods_mkt\": 0.0,\n", - " \"deficit\": G_ss - T_ss,\n", - " \"B\": B_ss, # Gov. Debt\n", - " \"r\": r_ss, # Interest rate\n", - " \"G\": G_ss, # Gov. Spending\n", - " \"Y\": Y_ss, # Output\n", - " \"A\": B_ss, # Assets\n", - " \"C\": C_ss, # Consumption\n", - " \"Z\": Y_ss - T_ss, # Income (post-tax)\n", - " \"T\": T_ss, # Lump Sum Taxes\n", - " }\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "baceec7c-39e8-4af5-a6f1-4e9ffe9ddc90", - "metadata": {}, - "outputs": [], - "source": [ - "# Create the model by combining three blocks:\n", - "# (1) microeconomic responses to macroeconomic news (Jacobians)\n", - "# (2) fiscal authority behavior\n", - "# (3) market clearing conditions\n", - "HANK = sj.create_model([het_household_block, fiscal, mkt_clearing], name=\"HA Model\")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "8fecc81e-b97e-4463-af4a-d1d6864c1392", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Choose aggregate shock parameters for the simulation\n", - "T = 300 # <-- the length of the impulse response function\n", - "rho_G = 0.8 # peristence of shock\n", - "dG = 0.01 * rho_G ** np.arange(T)\n", - "shocks = {\"G\": dG}" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "6d321734-6686-4857-b95d-0a5988232696", - "metadata": {}, - "outputs": [], - "source": [ - "# Obtain impulse responses\n", - "unknowns_td = [\"Y\"] # unknowns to solve for\n", - "targets_td = [\"asset_mkt\"] # to clear target condition below\n", - "\n", - "# Solve for impulse responses to gov. spending shock (balanced budget)\n", - "irfs_G_lin = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, shocks\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "93a0c5fc", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Define a function that can plot impulse response functions\n", - "def show_irfs(\n", - " irfs_list,\n", - " variables,\n", - " labels=[\" \"],\n", - " ylabel=r\"Percentage points (dev. from ss)\",\n", - " T_plot=50,\n", - " figsize=(18, 6),\n", - "):\n", - " if len(irfs_list) != len(labels):\n", - " labels = [\" \"] * len(irfs_list)\n", - " n_var = len(variables)\n", - " fig, ax = plt.subplots(1, n_var, figsize=figsize, sharex=True)\n", - " for i in range(n_var):\n", - " # plot all irfs\n", - " for j, irf in enumerate(irfs_list):\n", - " ax[i].plot(irf[variables[i]][:50], label=labels[j])\n", - " ax[i].set_title(variables[i])\n", - " ax[i].set_xlabel(r\"$t$\")\n", - " if i == 0:\n", - " ax[i].set_ylabel(ylabel)\n", - " ax[i].legend()\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "523314a5", - "metadata": {}, - "source": [ - "## Government Spending Shock (Balanced Budget)\n", - "\n", - "The plot belows illustrate the impulse responses to a government spending shock that is completely funded by increases in taxes. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "d287b37c", - "metadata": {}, - "outputs": [ - { 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the Impulse Response Function\n", - "show_irfs([irfs_G_lin], [\"G\", \"Y\", \"T\"], labels=[\"balanced budget\"])" - ] - }, - { - "cell_type": "markdown", - "id": "d6b166b2", - "metadata": {}, - "source": [ - "## Government spending shock (deficit financed)\n", - "\n", - "Now let us produce the responses to a government spending shock when it is mostly deficit financed. \n", - "\n", - "To do so, we will shock government debt such that the cumulative sum of debt shock is equal to the cumulative sum of the increase in government spending." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "d4ccf0d0-b580-4070-af10-ebd8b7e5f5f4", - "metadata": {}, - "outputs": [], - "source": [ - "# Define a 'fiscal rule' to this government spending shock\n", - "# by specifying a shock to debt that will finance the gov. spending shock\n", - "rho_B = 0.9 # how fast to move back toward fiscal target\n", - "dB = np.cumsum(dG) * rho_B ** np.arange(T)\n", - "\n", - "# Debt-financed government spending means we shock both government spending and debt\n", - "shocks_B = {\"G\": dG, \"B\": dB}" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "2c700b65-a65a-4bd8-938a-97c0db92a028", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Solve for impulse responses\n", - "irfs_B_lin = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, shocks_B\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "332b34b6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show government spending, output, and taxes\n", - "show_irfs(\n", - " [irfs_G_lin, irfs_B_lin],\n", - " [\"G\", \"Y\", \"T\"],\n", - " labels=[\"balanced budget\", \"deficit financed\"],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "b0560df9-6428-4a31-921b-8637ef57107e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Show the deficit and consumption\n", - "show_irfs(\n", - " [irfs_G_lin, irfs_B_lin],\n", - " [\"deficit\", \"C\"],\n", - " labels=[\"balanced budget\", \"deficit financed\"],\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "a06333f4-f3e6-4af7-923d-a1d211967aa3", - "metadata": {}, - "source": [ - "# Why does HANK matter?\n", - "\n", - "Let us compare deficit financed government spending responses in HANK vs TANK vs RANK.\n", - "\n", - "To do so, a representative agent and a two agent household block will be specified to produce a RANK and TANK model. \n" - ] - }, - { - "cell_type": "markdown", - "id": "0f74e008-a96e-4b5f-8e8f-5b518ef4948b", - "metadata": {}, - "source": [ - "## Specify a representative agent household\n", - "\n", - "The representative agent household solution can be expressed analytically; below are the difference equations (Euler equation and budget constraint) that define the representative agent problem." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "d6743a5c-797d-4ba6-b6ba-ba6a4bf471a7", - "metadata": {}, - "outputs": [], - "source": [ - "@sj.solved(\n", - " unknowns={\"C\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", - ") # solver=\"broyden_custom\")\n", - "def hh_ra(C, A, Z, eis, beta, r):\n", - " euler = (beta * (1 + r(+1))) ** (-eis) * C(+1) - C # RA euler equation\n", - " budget_constraint = (1 + r) * A(-1) + Z - C - A # RA budget constraint\n", - " MPC = 0\n", - " return euler, budget_constraint, MPC\n", - "\n", - "\n", - "# create RANK model where heterogeneous household block hh_ha is replaced with RA block 'hh_ra'\n", - "RANK = sj.create_model([hh_ra, fiscal, mkt_clearing], name=\"Representative agent model\")" - ] - }, - { - "cell_type": "markdown", - "id": "b238e64e-4a22-41c1-ac27-9034687f1854", - "metadata": {}, - "source": [ - "## Specify a Two Agent (TA) economy (Campbell-Mankiw)\n", - "\n", - "As in the rep. agent problem, the difference equations (euler equation and budget constraint) that define the two agent problem are analytically available." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "91f14ad6-9b3a-45a1-ab1a-e2d9fe989240", - "metadata": {}, - "outputs": [], - "source": [ - "# Deep in SSJ weeds, we need this object:\n", - "@sj.solved(\n", - " unknowns={\"C_RA\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", - ") # , solver=\"broyden_custom\")\n", - "\n", - "# household_twoagent:\n", - "def hh_ta(C_RA, A, Z, eis, beta, r, lam):\n", - " # consumption of infinitely lived household\n", - " euler = (beta * (1 + r(+1))) ** (-eis) * C_RA(+1) - C_RA\n", - " # hand to mouth agent consumes income Z\n", - " C_H2M = Z\n", - " # aggregate C is weighted sum of C of two types\n", - " C = (1 - lam) * C_RA + lam * C_H2M # lam is frac of hand to mouth households\n", - " # aggregate budget constraint\n", - " budget_constraint = (1 + r) * A(-1) + Z - C - A\n", - " MPC = 0\n", - " return euler, budget_constraint, C_H2M, C, MPC\n", - "\n", - "\n", - "# create TANK model where heterogeneous household is replaced with 'hh_ta'\n", - "TANK = sj.create_model([hh_ta, fiscal, mkt_clearing], name=\"Two agent model\")" - ] - }, - { - "cell_type": "markdown", - "id": "ceac82e9-de7c-4bc6-865b-acb6470cd2e2", - "metadata": {}, - "source": [ - "## Calibrate and find steady states of TANK and RANK models.\n", - "\n", - "Now that we have defined the representative agent and two agent models, we need to solve for a steady state in each model for which we will perturb around later to solve for dynamics." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "79c5ab27-ab2e-442c-812b-383df409bfdc", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# base dictionary for calibrating representative agent and two agent household.\n", - "calibration = {\n", - " \"eis\": 0.5, # EIS\n", - " \"G\": G_ss, # Government spending\n", - " \"B\": B_ss, # Government debt\n", - " \"Y\": Y_ss, # Output\n", - " \"r\": r_ss,\n", - "} # Number of productivity grid points" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "ad591df6-2229-4a26-bbf3-1cc5328048d4", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Rep Agent calibration\n", - "calibration_ra = calibration.copy()\n", - "calibration_ra[\"beta\"] = 1 / (1 + calibration_ra[\"r\"]) # for steady state consumption\n", - "calibration_ra[\"B\"] = calibration[\"B\"]\n", - "\n", - "unknowns_ra_ss = {\n", - " \"C\": 1.0,\n", - " \"A\": 0.8,\n", - "} # solve for two unknowns to clear the targets below\n", - "targets_ra_ss = {\"budget_constraint\": 0.0, \"asset_mkt\": 0.0}\n", - "\n", - "# solve for steady state for RANK model\n", - "ss_RANK = RANK.solve_steady_state(\n", - " calibration_ra, unknowns_ra_ss, targets_ra_ss, dissolve=[\"hh_ra\"]\n", - ") # solve steady state for RANK model" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "51819b72-9ba9-4a36-b240-72745a1c2579", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Two Agent calibration\n", - "calibration_ta = calibration_ra.copy() # dictionary for two agent block\n", - "calibration_ta[\"lam\"] = 0.25 # proportion of hand to mouth\n", - "unknowns_ta_ss = {\n", - " \"C_RA\": 1.0,\n", - " \"A\": 0.8,\n", - "} # solve for two unknowns to clear the targets below\n", - "\n", - "# solve for steady state for TANK model\n", - "ss_TANK = TANK.solve_steady_state(\n", - " calibration_ta, unknowns_ta_ss, targets_ra_ss, dissolve=[\"hh_ta\"]\n", - ") # solve steady state for TANK model" - ] - }, - { - "cell_type": "markdown", - "id": "3eb1f5d6-543d-4591-b4d9-7b4adef4e39c", - "metadata": { - "tags": [] - }, - "source": [ - "## Impulse responses to deficit financed G shocks:\n", - "### HANK vs TANK vs RANK" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "7238b86f-2033-40a6-a9f9-9fa31a4c02a1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "irfs_RANK = RANK.solve_impulse_linear(\n", - " ss_RANK, unknowns_td, targets_td, shocks_B\n", - ") # solve for impulse responses in RANK model\n", - "irfs_TANK = TANK.solve_impulse_linear(\n", - " ss_TANK, unknowns_td, targets_td, shocks_B\n", - ") # solve for impulse responses in TANK model\n", - "\n", - "# Plot irfs of HANK, RANK, and TANK\n", - "show_irfs(\n", - " [irfs_B_lin, irfs_RANK, irfs_TANK],\n", - " variables=[\"deficit\", \"Y\", \"C\"],\n", - " labels=[\"HANK\", \"RANK\", \"TANK\"],\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "147be7ca-01e9-4401-98b2-1a3747813ac5", - "metadata": {}, - "source": [ - "# Simulating time series" - ] - }, - { - "cell_type": "markdown", - "id": "e7168496-cd84-4627-9c44-3374adb5909d", - "metadata": {}, - "source": [ - "## Simulate deficit financed government spending shocks." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "b5c0769c-7cd4-4050-9a8e-8e303f5e80de", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [], - "source": [ - "from estimation.routines import simulate\n", - "\n", - "outputs = [\"Y\", \"C\", \"deficit\", \"G\"] # aggregate variables to be simulated\n", - "\n", - "impulses_ha = {}\n", - "impulses_ra = {}\n", - "impulses_ta = {}\n", - "\n", - "shk_std = 0.001 # standard deviation of shock\n", - "rho_G = 0.8 # persistence of G shock\n", - "rho_B = 0.9 # persistence of Deficit shock\n", - "\n", - "dG = shk_std * 0.8 ** np.arange(T) # G Shock series\n", - "dB = np.cumsum(dG) * rho_B ** np.arange(T) # deficit shock series (fiscal rule)\n", - "\n", - "# own_shock captures AR shock process to deficit financed G spending\n", - "own_shock = {\"G\": shk_std * rho_G ** np.arange(T), \"B\": dB}\n", - "impulses_ha[\"ha\"] = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to HANK\n", - "impulses_ta[\"ta\"] = TANK.solve_impulse_linear(\n", - " ss_TANK, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to TANK\n", - "impulses_ra[\"ra\"] = RANK.solve_impulse_linear(\n", - " ss_RANK, unknowns_td, targets_td, own_shock\n", - ") # solve impulse responses to RANK\n", - "\n", - "T_sim = 80 # simulate for 80 quarters\n", - "data_simul_ha = simulate(\n", - " list(impulses_ha.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in HANK\n", - "data_simul_ta = simulate(\n", - " list(impulses_ta.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in TANK\n", - "data_simul_ra = simulate(\n", - " list(impulses_ra.values()), outputs, T_sim\n", - ") # Simulate aggregate variables in 'outputs' in RANK" - ] - }, - { - "cell_type": "markdown", - "id": "e2a9f3f3-d75b-41dd-a2cf-56466a4d7d22", - "metadata": {}, - "source": [ - "# Comparing time series of HANK, TANK, and RANK" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "e3d57079-04c4-4567-80a0-10ac88c006ed", - "metadata": { - "jupyter": { - "source_hidden": true - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(13, 5))\n", - "axes[0].plot(data_simul_ha[\"Y\"], c=\"blue\")\n", - "axes[0].plot(data_simul_ta[\"Y\"], c=\"green\")\n", - "axes[0].plot(data_simul_ra[\"Y\"], c=\"orange\")\n", - "axes[0].set_title(\"Output\")\n", - "axes[0].set_xlabel(\"Quarters\")\n", - "axes[1].plot(data_simul_ha[\"G\"], c=\"blue\")\n", - "axes[1].plot(data_simul_ta[\"G\"], c=\"green\")\n", - "axes[1].plot(data_simul_ra[\"G\"], c=\"orange\")\n", - "axes[1].set_title(\"Government Spending\")\n", - "axes[1].set_xlabel(\"Quarters\")\n", - "axes[2].plot(data_simul_ha[\"deficit\"], c=\"blue\")\n", - "axes[2].plot(data_simul_ta[\"deficit\"], c=\"green\")\n", - "axes[2].plot(data_simul_ra[\"deficit\"], c=\"orange\")\n", - "axes[2].set_title(\"Deficit\")\n", - "axes[2].set_xlabel(\"Quarters\")\n", - "fig.tight_layout()" - ] - } - ], - "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": "3.12.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 7e5c9e48e7daf4534aaaa722ff3c94827048a2b3 Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 12:24:05 +1100 Subject: [PATCH 06/13] ok. saveHANKFiscal. --- .../HANKFiscal_example.ipynb | 1034 +++++++++++++++++ 1 file changed, 1034 insertions(+) create mode 100644 examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb diff --git a/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb b/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb new file mode 100644 index 000000000..aa43b34ff --- /dev/null +++ b/examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb @@ -0,0 +1,1034 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9aff8c24", + "metadata": {}, + "source": [ + "# Fiscal Policy in a HANK model using HARK and SSJ\n", + "\n", + "By William Du (wdu9@jhu.edu) \n", + "\n", + "- This notebook demonstrates how HARK and the SSJ toolkit can be combined to the canonical HANK model with fiscal policy \n", + "- Content here builds on the excellent foundation of this [SSJ notebook](https://github.com/shade-econ/nber-workshop-2022/blob/main/Tutorials/Tutorial%201%20Fiscal%20Policy.ipynb) \n", + "\n", + "## HARK Solves for the Microeconomic Steady State\n", + "\n", + "Essentially all structural micro models are Bellman problems\n", + "\n", + "HARK is designed to solve difficult micro Bellman problems with\n", + "- uncertainty\n", + "- nondifferentiable constraints (e.g., liquidity)\n", + "- discontinuities\n", + "- and other challenging features\n", + "\n", + "HARK has a library of reproducible solved models:\n", + "- Lifecycle models\n", + "- Discrete-continuous choice\n", + " - e.g. retirement and consumption\n", + " - lumpy durable goods purchases\n", + "- Portfolio choice\n", + " - between risky and safe, liquid and illiquid\n", + "- Labor supply decisions \n", + "- And particularly problems where agents have several choices:\n", + " - e.g., consumption and portfolio choice\n", + "
\n", + "\n", + "## SSJ toolkit takes micro soln as input, and calculates macro\n", + "\n", + "- SSJ was created to solve HANK models\n", + " - given the solution to the steady state of a micro model\n", + "\n", + "- Its big insight: Solving the microeconomic model (in steady state) can be *independent* of working out macroeconomic dynamics\n", + "\n", + "## HARK $\\rightarrow$ SSJ lets us solve macro models with rich micro realism" + ] + }, + { + "cell_type": "markdown", + "id": "bf4b8cce", + "metadata": {}, + "source": [ + "# Model\n", + "\n", + "We illustrate here using a HANK model from the [lecture slides](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) from the SSJ authors' heterogeneous agent workshop.\n", + "\n", + "## Model features\n", + "\n", + "- Households:\n", + " - Have access to a riskfree asset for saving/borrowing\n", + " - Face realistically calibrated idiosyncratic income shocks\n", + "\n", + "- Macro:\n", + " - Sticky wages\n", + " - Government budget constraint:\n", + " - Expenditures: Unemployment insurance system\n", + " - Taxes: labor income\n", + " - Fiscal rule: Debt to GDP ratio\n" + ] + }, + { + "cell_type": "markdown", + "id": "f10546d3", + "metadata": {}, + "source": [ + "## Bringing Model to Code\n", + "\n", + "We first import\n", + "- some basic, commonly used numerical tools (e.g. numpy and scipy)\n", + "- a NewKeynesianConsumerType from HARK\n", + "- the SSJ toolkit" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "49d75e2d", + "metadata": {}, + "outputs": [], + "source": [ + "# Basic scientific tools\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import time\n", + "from scipy import optimize\n", + "\n", + "# HARK agents\n", + "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType\n", + "\n", + "# Sequence space Jacobian toolkit\n", + "from sequence_jacobian.classes import JacobianDict, SteadyStateDict\n", + "import sequence_jacobian as sj # SSJ will allow us to define blocks, models, compute IRFs, etc" + ] + }, + { + "cell_type": "markdown", + "id": "b676fc68", + "metadata": {}, + "source": [ + "### Calibrate Steady State Values\n", + "\n", + "Next, we calibrate the steady state values of some outcomes, and calculate a few values implied by them." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3fa9a283", + "metadata": {}, + "outputs": [], + "source": [ + "# Steady state calibration\n", + "r_ss = 0.03 # Interest rate\n", + "G_ss = 0.2 # Government spending\n", + "B_ss = 0.2 # Government debt (bonds)\n", + "Y_ss = 1.0 # Output\n", + "\n", + "# steady state relations\n", + "T_ss = G_ss + r_ss * B_ss # Lump sum taxes to keep debt constant\n", + "Z_ss = Y_ss - T_ss # After tax labor income\n", + "F_ss = G_ss - T_ss # Government budget deficit" + ] + }, + { + "cell_type": "markdown", + "id": "9373f1a5-7bfc-4ceb-b04b-f16110b7344a", + "metadata": {}, + "source": [ + "### Micro Agent Parameters\n", + "\n", + "Microeconomic agents in HARK have a rich set of parameters wired into them by default.\n", + "\n", + "We need only specify the parameters whose values we want to highlight" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e4a84511", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "HANK_dict = {\n", + " \"Rfree\": 1.0 + r_ss, # Interest factor on assets\n", + " \"tax_rate\": [0.0], # Assume that labor here is actually after tax income\n", + " \"labor\": [Z_ss], # Will be solving the micro model in steady state\n", + " \"UnempPrb\": 0.0, # Probability of unemployment while working\n", + " \"IncUnemp\": 0.0, # Unemployment benefits replacement rate\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "0b97096a", + "metadata": {}, + "source": [ + "## Find Equilibrium Discount Factor\n", + "\n", + "Above, we exogenously calibrated the steady state level of government debt $B_{ss}$. $B_{ss}$ should be *owned* by someone, so in equilibrium our agents must want to hold the same level of assets as there are government bonds. To accomplish this, we specify a function that yields steady state asset holdings as a function of agents' discount factor $\\beta$, and another function that simply differences it with our target level of assets. The appropriate discount factor can then be found by performing a bounded search for a root of the difference function." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ac7ec69c", + "metadata": {}, + "outputs": [], + "source": [ + "# Define function to compute steady-state aggregate assets as a function of the discount factor\n", + "def calc_SS_assets_from_discfac(beta):\n", + " HANK_dict[\"DiscFac\"] = beta # set the proposed discount factor\n", + " TempAgent = NewKeynesianConsumerType(\n", + " **HANK_dict, verbose=False\n", + " ) # make an AgentType instance\n", + " A_ss = TempAgent.compute_steady_state()[0] # compute steady state assets\n", + " return A_ss\n", + "\n", + "\n", + "# the \"gap\" is the distance between target assets and actual\n", + "def calc_asset_gap(beta):\n", + " return calc_SS_assets_from_discfac(beta) - A_target\n", + "\n", + "\n", + "# Discount factor takes value that generates the (calibrated) $B$\n", + "A_target = B_ss\n", + "DiscFac_star = optimize.brentq(calc_asset_gap, 0.85, 0.99)" + ] + }, + { + "cell_type": "markdown", + "id": "e2afbf98-bd36-4b98-a4a5-084b1bcff766", + "metadata": {}, + "source": [ + "## Make Agents with Calibrated Discount Factor\n", + "\n", + "Now that we have $\\beta^{*}$, we can make an AgentType instance that will be used for the general equilibrium analysis. We make an instance of the `NewKeynesianConsumerType` whose discount factor is $\\beta^{*}$. \n", + "\n", + "To verify that we did what we set out to do, we can check that the output goods market clears (output is accounted for by consumption and government spending) and that the asset market clears (retained assets are accounted for by government bonds). Both conditions should be very close to zero." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "dc28006a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Goods clearing condition: -2.0539125955565396e-15\n", + "Asset clearing condition: -4.8683279629813114e-14\n" + ] + } + ], + "source": [ + "# Create a HARK agent\n", + "HANK_dict[\"DiscFac\"] = DiscFac_star\n", + "Agent_GE = NewKeynesianConsumerType(**HANK_dict, verbose=False)\n", + "A_ss, C_ss = Agent_GE.compute_steady_state()\n", + "\n", + "# Verify market clearing conditions\n", + "print(\"Goods clearing condition:\", Y_ss - C_ss - G_ss)\n", + "print(\"Asset clearing condition:\", A_ss - B_ss)" + ] + }, + { + "cell_type": "markdown", + "id": "f7336168", + "metadata": {}, + "source": [ + "## Compute Jacobian Matrices\n", + "\n", + "A deep insight that has recently made a major impact on our ability to handle heterogeneous agents models with serious microeconomic heterogeneity is that, even when the microeconomic problems agents face are deeply nonlinear (in ways that are fundamentally important to their sense-making), deviations from the steady state of a macroeconomy populated by such agents tend to be very close to linear. That is, the macroeconomy can be linearized. \n", + "\n", + "In large part this is because the measured magnitude of aggregate shocks is tiny compared to the degree of microeconomic heterogeneity. Aggregate permanent income shocks, for example, are 100 times smaller than idiosyncratic shocks.\n", + "\n", + "Linearization makes it appropriate to calculate the dynamics of the model with response to 'MIT shocks,' as opposed to needing to develop more complicated functions. In technical terms, this means that the crucial (and only) thing we need from the micro model is its response to small future disturbances-- the Jacobian matrix.\n", + "\n", + "(We need to know the response to future shocks so that we can think coherently, for example, about monetary policy in which future movements in the Fed Funds rate are predictable, or where \"forward guidance\" is provided).\n", + "\n", + "HARK has a tool for calculating the Jacobian matrices that characterize consumption and asset responses to an exogenous *transitory* change in the interest factor (Rfree) or labor income (labor) that will occur in the future. This is accomplished with the `calc_jacobian` method, passing as arguments the name of the variable that will be changed and the maximum number of periods in the future that a (marginal) change could occur.\n", + "\n", + "The outputs of this method are objects that represent the sensitivity of aggregate consumption and asset holdings (respectively) in each period to the *advance knowledge* of an exogenous change in each parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ea09fc75", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time to compute Jacobians: 12.119 seconds.\n" + ] + } + ], + "source": [ + "# Time the computation of the Jacobian matrices\n", + "start = time.time()\n", + "\n", + "# Derivatives of consumption and assets wrt R\n", + "dCdR, dAdR = Agent_GE.calc_jacobian(\n", + " \"Rfree\", 300\n", + ") # Jacobians of consumption and assets w.r.t. interest factor changes up to 300 periods ahead\n", + "\n", + "# Derivatives with respect to after-tax labor income Z\n", + "dCdZ, dAdZ = Agent_GE.calc_jacobian(\n", + " \"labor\", 300\n", + ") # Jacobians of consumption and assets w.r.t. labor supply changes up to 300 periods ahead\n", + "\n", + "print(\"Time to compute Jacobians: {:.3f} seconds.\".format(time.time() - start))" + ] + }, + { + "cell_type": "markdown", + "id": "8461c6e2-31bb-483b-93ba-6444db38ebc5", + "metadata": {}, + "source": [ + "## Plot Jacobians\n", + "\n", + "To inspect the Jacobian matrix for aggregate consumption, we can plot some of its rows/columns, representing the consumption response to a change in the interest factor or labor income $T$ periods in the future." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ce169ef9", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(dCdR.T[0])\n", + "plt.plot(dCdR.T[30])\n", + "plt.plot(dCdR.T[50])\n", + "plt.legend(\n", + " [\n", + " r\"Change in $R$ right now\",\n", + " r\"Change in $R$ 30 periods ahead\",\n", + " r\"Change in $R$ 50 periods ahead\",\n", + " ]\n", + ")\n", + "plt.xlim(-2, 120)\n", + "plt.title(\"Consumption Response to Change in Interest Factor\")\n", + "plt.xlabel(\"Time\")\n", + "plt.yticks([])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6eff21bb", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(dCdZ.T[0])\n", + "plt.plot(dCdZ.T[20])\n", + "plt.plot(dCdZ.T[50])\n", + "plt.xlim(-2, 120)\n", + "plt.legend(\n", + " [\n", + " r\"Change in $Z$ right now\",\n", + " r\"Change in $Z$ 30 periods ahead\",\n", + " r\"Change in $Z$ 50 periods ahead\",\n", + " ]\n", + ")\n", + "plt.xlim(-2, 120)\n", + "plt.title(\"Consumption Response to Change in Labor Income\")\n", + "plt.xlabel(\"Time\")\n", + "plt.yticks([])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fe6feb98", + "metadata": {}, + "source": [ + "# Government Budget Constraint and Market Clearing\n", + "\n", + "We now need to specify the other blocks of this fiscal HANK model. The details of the model found [here](https://github.com/shade-econ/nber-workshop-2022/blob/main/Lectures/Lecture%204%20Fiscal%20Policy.pdf) tell us that only the government budget constraint and the market clearing conditions need to be specified explicitly to capture the dynamics of the HANK model.\n", + "\n", + "The sequence space toolkit allows us to specify other blocks of the economy in a DYNARE-esque fashion as we simply need to write down the difference equations that define our model." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b35ed9e0", + "metadata": {}, + "outputs": [], + "source": [ + "# Government Budget Constraint\n", + "@sj.simple\n", + "def fiscal(B, r, G, Y):\n", + " T = (1 + r) * B(-1) + G - B # total tax burden\n", + " Z = Y - T # after tax income\n", + " deficit = G - T\n", + " return T, Z, deficit\n", + "\n", + "\n", + "# Market Clearing Conditions\n", + "@sj.simple\n", + "def mkt_clearing(A, B, Y, C, G):\n", + " asset_mkt = A - B # asset market clearing\n", + " goods_mkt = Y - C - G # goods market clearing\n", + " return asset_mkt, goods_mkt" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f5710651", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Store Jacobians in JacobianDict Object.\n", + "# This will capture behavior of heterogeneous hosueholds.\n", + "het_household_block = JacobianDict({\"C\": {\"Z\": dCdZ}, \"A\": {\"Z\": dAdZ}})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ffe65da0-7cea-4d60-9afe-f89adae896f8", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# SteadyStateDict:\n", + "# - Steady state values of each variable; we perturb around this steady state.\n", + "SteadyState_dict = SteadyStateDict(\n", + " {\n", + " \"asset_mkt\": 0.0,\n", + " \"goods_mkt\": 0.0,\n", + " \"deficit\": G_ss - T_ss,\n", + " \"B\": B_ss, # Gov. Debt\n", + " \"r\": r_ss, # Interest rate\n", + " \"G\": G_ss, # Gov. Spending\n", + " \"Y\": Y_ss, # Output\n", + " \"A\": B_ss, # Assets\n", + " \"C\": C_ss, # Consumption\n", + " \"Z\": Y_ss - T_ss, # Income (post-tax)\n", + " \"T\": T_ss, # Lump Sum Taxes\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "baceec7c-39e8-4af5-a6f1-4e9ffe9ddc90", + "metadata": {}, + "outputs": [], + "source": [ + "# Create the model by combining three blocks:\n", + "# (1) microeconomic responses to macroeconomic news (Jacobians)\n", + "# (2) fiscal authority behavior\n", + "# (3) market clearing conditions\n", + "HANK = sj.create_model([het_household_block, fiscal, mkt_clearing], name=\"HA Model\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8fecc81e-b97e-4463-af4a-d1d6864c1392", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Choose aggregate shock parameters for the simulation\n", + "T = 300 # <-- the length of the impulse response function\n", + "rho_G = 0.8 # peristence of shock\n", + "dG = 0.01 * rho_G ** np.arange(T)\n", + "shocks = {\"G\": dG}" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "6d321734-6686-4857-b95d-0a5988232696", + "metadata": {}, + "outputs": [], + "source": [ + "# Obtain impulse responses\n", + "unknowns_td = [\"Y\"] # unknowns to solve for\n", + "targets_td = [\"asset_mkt\"] # to clear target condition below\n", + "\n", + "# Solve for impulse responses to gov. spending shock (balanced budget)\n", + "irfs_G_lin = HANK.solve_impulse_linear(\n", + " SteadyState_dict, unknowns_td, targets_td, shocks\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "93a0c5fc", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Define a function that can plot impulse response functions\n", + "def show_irfs(\n", + " irfs_list,\n", + " variables,\n", + " labels=[\" \"],\n", + " ylabel=r\"Percentage points (dev. from ss)\",\n", + " T_plot=50,\n", + " figsize=(18, 6),\n", + "):\n", + " if len(irfs_list) != len(labels):\n", + " labels = [\" \"] * len(irfs_list)\n", + " n_var = len(variables)\n", + " fig, ax = plt.subplots(1, n_var, figsize=figsize, sharex=True)\n", + " for i in range(n_var):\n", + " # plot all irfs\n", + " for j, irf in enumerate(irfs_list):\n", + " ax[i].plot(irf[variables[i]][:50], label=labels[j])\n", + " ax[i].set_title(variables[i])\n", + " ax[i].set_xlabel(r\"$t$\")\n", + " if i == 0:\n", + " ax[i].set_ylabel(ylabel)\n", + " ax[i].legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "523314a5", + "metadata": {}, + "source": [ + "## Government Spending Shock (Balanced Budget)\n", + "\n", + "The plot belows illustrate the impulse responses to a government spending shock that is completely funded by increases in taxes. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d287b37c", + "metadata": {}, + "outputs": [ + { 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the Impulse Response Function\n", + "show_irfs([irfs_G_lin], [\"G\", \"Y\", \"T\"], labels=[\"balanced budget\"])" + ] + }, + { + "cell_type": "markdown", + "id": "d6b166b2", + "metadata": {}, + "source": [ + "## Government spending shock (deficit financed)\n", + "\n", + "Now let us produce the responses to a government spending shock when it is mostly deficit financed. \n", + "\n", + "To do so, we will shock government debt such that the cumulative sum of debt shock is equal to the cumulative sum of the increase in government spending." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d4ccf0d0-b580-4070-af10-ebd8b7e5f5f4", + "metadata": {}, + "outputs": [], + "source": [ + "# Define a 'fiscal rule' to this government spending shock\n", + "# by specifying a shock to debt that will finance the gov. spending shock\n", + "rho_B = 0.9 # how fast to move back toward fiscal target\n", + "dB = np.cumsum(dG) * rho_B ** np.arange(T)\n", + "\n", + "# Debt-financed government spending means we shock both government spending and debt\n", + "shocks_B = {\"G\": dG, \"B\": dB}" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2c700b65-a65a-4bd8-938a-97c0db92a028", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Solve for impulse responses\n", + "irfs_B_lin = HANK.solve_impulse_linear(\n", + " SteadyState_dict, unknowns_td, targets_td, shocks_B\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "332b34b6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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961//UmVlpT788MN6M23dulUdOnTQihUrdNVVV8lsNtc7LicnR1dccYWuuuoqzZw5UwEBAcrPz6937IMPPqinn35aERERmjJliiZNmqQvv/xSkv3T+zFjxuhvf/ubfH199eqrr+raa6/V/v371blzZ8dzPP3003r00Uf1wAMP6J133tE999yj4cOHq1evXiopKdGIESPUsWNHvf/++4qKitKOHTtktVolSZ988ol++9vf6rnnntOwYcN06NAh3XXXXZLsl7xZrVbdcMMNCg8P15YtW1RcXOx0jzu0MuE1K8wPGZsDaAuMmq8l5ux6MGejpfD29FCwn5eKyqqUX1Kh9u28jY4EtG7M17XOw3zd8udrCuZuotq/g1QsqSTP6CgA3EBJSYmWLVum1157TVdeae+R/Oqrr6pTp06OMYcOHdLKlSt15MgRx6VgM2fO1Mcff6wVK1Zo/vz56tChgyQpNDT0jJdqPfbYY7rlllv0yCOPOI5deOGF9Y6tuXQsJCTkrJd+RUVFydPTUwEBAY5xZ5rMH3vsMY0YMUKSNGfOHF199dUqLy+Xr6+vLrzwwlpZ/va3v2nNmjV6//33dd999zmOjxkzRlOnTpUkzZ49W88884w2bNigXr166c0339SxY8e0detWhYbar+bp1q1brfPPmTNHt912myQpISFBjz76qGbNmqWHHnpI69evV2pqqg4fPux4/efPn6/Ro0ef8fdHK1ezwrw4y76qpYF/oANonZizmbPhniICfVRUVqVjJyvUPTLQ6DgADMZ8zXztDArm7iLA/n8Qz7JjBgcB2ggvf/sn0UactwEOHTqkyspKDRkyxHEsNDRUPXv2dHy/Y8cO2Ww29ejRo9ZjKyoqFBYW1uBIu3bt0uTJkxs83tX69evn+Do6OlqSlJeXp86dO+vUqVN65JFH9MEHHyg7O1vV1dUqKytTRkbGGZ/DZDIpKipKeXn2DyB37dqlAQMGOCbyn9u+fbu2bt2qxx57zHHMYrGovLxcpaWlSk1NVefOnWv9IfXT/13QBvmHSn6hUtlx+yrz6H7nfgyAxjFqvq45dwMwZzNnwz2FB3jr+zzpGBt/Ak2P+boW5uuWP19TMHcT5sBISZJPRYHBSYA2wmRy61Whtgb0YbNarTKbzdq+fXudy7YCAgIafC5nNidpCl5eXo6vTSb7hkw1l3L96U9/0ieffKKFCxeqW7du8vPz04033qjKysozPkfN89Q8x7l+P6vVqkceeaRWT7kavr6+9f5vUZMTbVh4dynzK3sfcwrmQNNx8/laYs5mzoa7Cg+w9zHPL6k8x0gA5435uhbm65Y/X1MwdxO+IfbLKQKqThicBIA76Natm7y8vLRlyxZHH7ETJ07owIEDjkurBgwYIIvFory8PA0bNqzR5+rXr58+/fRT/e53v2vQeC8vL1kslkafzxmbNm3S7bffrt/85jeS7JfR/bw/3Ln069dPL7/8so4fP17vJ+ADBw7U/v37a11C9lOJiYnKyMhQdna247K8lJQU534RtD5h3ewF8/zvjU4CwGDM2XbM2XA3PxbMWWEOgPm6BvN1w3gYHQB2/qH2fyBBVgrmAOyfXt9xxx3605/+pE8//VTffvutbr/9dnl4/Pif7R49euj//u//NHHiRL377rtKS0vT1q1b9cQTT2jt2rUNPtdDDz2klStX6qGHHlJqaqr27NmjJ5988ozju3Tpok8//VS5ubk6caJp/5vVrVs3vfvuu9q1a5d2796tW2+91fGpdkONHz9eUVFRuv766/Xll1/qhx9+0OrVqx0T8l//+le99tprevjhh7V3716lpqZq1apV+vOf/yxJuuKKK9SzZ09NnDhRu3fv1qZNm/Tggw+6/HdFC1PTx7yAgjnQ1jFn2zFnw91EBJ4umJ+kYA6A+boG83XDUDB3E8ERHSVJ7W3Fqq7ikjEA0lNPPaXhw4fr17/+ta644gr94he/UFJSUq0xK1as0MSJE/XHP/5RPXv21K9//Wt99dVXio2NbfB5LrvsMr399tt6//331b9/f11++eX66quvzjj+6aefVnJysmJjYzVgwIBG/34N8cwzz6h9+/YaOnSorr32Wo0aNUoDBw506jm8vb21bt06dejQQWPGjFHfvn31+OOPOy6xGzVqlD744AMlJyfroosu0iWXXKJFixYpLi5OkuTh4aE1a9aooqJCF198se68885avdjQRjkK5geNzQHALTBnM2fD/UScXmFOD3MANZivma8bymRrSBMf1FFcXKzg4GAVFRUpKCjovJ/PUl0tPRous8mm/Cl7FB7V2QUpAUhSeXm50tLSFB8fL19fX6PjALWc6d+nq+eZtqxJXsu8VGnJJZJPkDQnw963EcB5Yb6GOzvbv0/mbNdw9ev42XdHNemVberTMUgf/L7xrRUA1MWcDXflqvmaFeZuwuzpqUKT/X+somMG7SwMAAAaJjRBkkmqKJZK8oxOAwAAfsbRw/wkV3ADAJxDwdyNFHu0lySVHqdgDgCAW/P0kUJOXw1GH3MAANxOTcG84FSFuLAeAOAMCuZupMTLXjAvL8w1OAkAADin8O72e/qYAwDgdsICvCVJVRabisqqDE4DAGhJKJi7kQqfcEmSpZiCOQAAbq9m4898CuYAALgbH0+zgv28JEnHTrLxJwCg4SiYu5FqP3vBnF6oQNPgUky4I/5dtmA1BfOCQ8bmAFoZ/rsId8S/y5Yp/PQq82MlFMyBpsB/G+FuXPVvkoK5OwnoIEnyLMs3OAjQunh52VeWlJaWGpwEqKvm32XNv1O0II6COSvMAVdgvoY7Y75umRwbf5aw8SfgSmazWZJUWcn/t+BeXDVfe7oiDFzDHBgpSfKpKDA4CdC6mM1mhYSEKC/PfvWGv7+/TCaTwanQ1tlsNpWWliovL08hISGOPzqNsmTJEj311FPKycnRBRdcoMWLF2vYsGFnHL9x40bNmDFDe/fuVUxMjGbNmqUpU6Y4fr5371799a9/1fbt25Wenq5nnnlG06ZNq/UcXbp0UXp6ep3nnjp1ql544QVJ0u23365XX3211s8HDx6sLVu2nMdv6yI1PcxPHJYsVZKZIgpwPpiv4Y7cbb6Gc8IDTxfMackCuJSnp6f8/f117NgxeXl5ycOD9bgwlqvnawrmbsQnJEqS1K7quMFJgNYnKsr+/6+aN+GAuwgJCXH8+zTKqlWrNG3aNC1ZskSXXnqp/vGPf2j06NHat2+fOnfuXGd8WlqaxowZo8mTJ+v111/Xl19+qalTpyoiIkJjx46VZP9kPyEhQTfddJOmT59e73m3bt0qi8Xi+P7bb7/VlVdeqZtuuqnWuKuuukorVqxwfO/t7e2KX/v8BcZIXv5SVal0Il0K72Z0IqDFY76Gu3KH+RrOi3CsMKdgDriSyWRSdHS00tLS6l0AAxjFVfM1BXM30i6soyQp2HrC4CRA61MzoXfo0EFVVVVGxwEk2S8Tc4eVaosWLdIdd9yhO++8U5K0ePFiffLJJ3rxxRe1YMGCOuOXLl2qzp07a/HixZKk3r17a9u2bVq4cKGjYH7RRRfpoosukiTNmTOn3vNGRETU+v7xxx9X165dNWLEiFrHfXx83LNI4eEhhXaVju6RCr6nYA64APM13JG7zNdwXsTpFeZs+gm4nre3t7p3705bFrgNV87XFMzdSHBEjCQpxFYsS3W1zJ78zwO4mtls5g0P8BOVlZXavn17naL2yJEjtXnz5nofk5KSopEjR9Y6NmrUKC1btkxVVVWN6hdXWVmp119/XTNmzKjTgmHDhg3q0KGDQkJCNGLECD322GPq0KHDGZ+roqJCFRU/vjEuLi52Ok+DhXc7XTA/KOmqpjsP0MYwXwNwhZpNP1lhDjQNDw8P+fr6Gh0DcDmaDLmRkLAoWW0mmU02ncjPMToOAKANyM/Pl8ViUWRkZK3jkZGRys3Nrfcxubm59Y6vrq5Wfn7jNq5+7733VFhYqNtvv73W8dGjR+uNN97QZ599pqefflpbt27V5ZdfXqsg/nMLFixQcHCw4xYbG9uoTA1Ss/FnPht/AgDgbtj0EwDQGBTM3Yinl7cKTYGSpOL8bIPTAADakp+v6rbZbGfdbK++8fUdb6hly5Zp9OjRiomJqXV83Lhxuvrqq9WnTx9de+21+uijj3TgwAF9+OGHZ3yuuXPnqqioyHHLzMxsVKYGCTu98WfBoaY7BwAAaJRwepgDABqBnh9upsijvUKtxTp1nII5AKDphYeHy2w211lNnpeXV2cVeY2oqKh6x3t6eiosLMzpDOnp6Vq/fr3efffdc46Njo5WXFycDh4884puHx8f+fj4OJ2jUWr6lhewwhwAAHcTHvhjwfxciwEAAKjBCnM3U+IVKkkqP0FLFgBA0/P29lZSUpKSk5NrHU9OTtbQoUPrfcyQIUPqjF+3bp0GDRrUqP7lK1asUIcOHXT11Vefc2xBQYEyMzMVHR3t9HmaRE1LlpKjUnkT9koHAABOq+lhXmWxqaiMjYQBAA1DwdzNVPjYV+ZZTh41OAkAoK2YMWOGXn75ZS1fvlypqamaPn26MjIyNGXKFEn2FicTJ050jJ8yZYrS09M1Y8YMpaamavny5Vq2bJlmzpzpGFNZWaldu3Zp165dqqysVFZWlnbt2qXvv/++1rmtVqtWrFih2267TZ4/2+y6pKREM2fOVEpKig4fPqwNGzbo2muvVXh4uH7zm9804SviBN9gqd3pDUgLvj/7WAAA0Kx8PM0K8rX/fUFbFgBAQ9GSxc1U+0VIxZJKjhkdBQDQRowbN04FBQWaN2+ecnJy1KdPH61du1ZxcXGSpJycHGVkZDjGx8fHa+3atZo+fbpeeOEFxcTE6LnnntPYsWMdY7KzszVgwADH9wsXLtTChQs1YsQIbdiwwXF8/fr1ysjI0KRJk+rkMpvN2rNnj1577TUVFhYqOjpav/zlL7Vq1SoFBgY2wSvRSGHdpFN59j7mHQcanQYAAPxEeKCPisurdexkpbp1MDoNAKAloGDubtpFSJLMZRTMAQDNZ+rUqZo6dWq9P3vllVfqHBsxYoR27Nhxxufr0qWLYyPQsxk5cuQZx/n5+emTTz4553MYLryblLGZPuYAALih8AAf/XDsFCvMAQANRksWN2MOsm+w5lNRYHASAADQIDV9zPMpmAMA4G4iAn7c+BMAgIagYO5mfELsm5i1qzpucBIAANAgYd3t9/QwBwDA7UQEUjAHADiHgrmbaRdqL5gHW04YnAQAADRIeE3B/JDUgDY0AACg+YQHeEuSjp2kYA4AaBgK5m4mOLyjJKm9rUiW6mqD0wAAgHMKiZNMZqnqlHQyx+g0AADgJ8IdLVkqDU4CAGgpKJi7mZCIaFltJplNNhUW5BodBwAAnIunt9S+i/1r+pgDAOBWwulhDgBwEgVzN+Pp5a0iU6AkqTg/y+A0AACgQWo2/qSPOQAAbiW8poc5LVkAAA1EwdwNFXq0lySVsMIcAICWIZyNPwEAcEc/bvpZKRt7jQAAGoCCuRs65WUvmFcUZhucBAAANEjNCnNasgAA4FbC2tk3/ay0WFVcxj5hAIBzo2Duhsp9wiVJ1cVHDU4CAAAapGaFef4BY3MAAIBafL3MCvT1lCQdo485AKABKJi7oWo/e8FcJXnGBgEAAA0T0ct+X5ghVZ4yNgsAAKglgo0/AQBOoGDuhmztOkiSzGX5BicBAAAN0i5c8g+TZKMtCwAAbiacgjkAwAkUzN2QZ1CkJMmnosDgJAAAoMFqVpkf229sDgAAUItj48+TFMwBAOdGwdwN+QRHSZLaVVEwBwCgxYjoab8/9p2xOQAAQC3hAfaNP+lhDgBoCArmbsg/NFqSFGw5YXASAADQYBG97fesMAcAwK04WrKcrDQ4CQCgJaBg7oaCIzpKkkJsxbJaLAanAQAADeJYYZ5qbA4AAFBLeCA9zAEADUfB3A2FhNtXmHuarCosyDU4DQAAaJCaHuYnDktVZYZGAQAAP2LTTwCAMyiYuyEvbx+dUJAkqSg/2+A0AACgQQI6SL4hks0qFXxvdBoAAHCaY9PPElqyAADOjYK5myryCJEklVAwBwCgZTCZflxlTh9zAADchmPTz5MVstlsBqcBALg7CuZuqsQrVJJUUZhjcBIAANBgjj7m3xmbAwAAONS0ZKm0WFVcXm1wGgCAu6Ng7qbKvcMkSdUnjxqcBAAANFiH3vb7PDb+BADAXfh6mRXo4ymJPuYAgHOjYO6mqv3CJUm2kjyDkwAAgAZzrDCnJQsAAO4kvKaP+UkK5gCAs6Ng7qZsAZGSJM/SfIOTAACABqvpYX78B6maN+QAALiLiAA2/gQANAwFczdlDuwgSfKpoGAOAECLERgt+QRJNotUcMjoNAAA4LTwwJqNP8sNTgIAcHcUzN2UT0iUJKld1XGDkwAAgAYzmdj4EwAANxTOCnMAQANRMHdT7UKjJUlBlhMGJwEAAE6pactCwRwAALfxY8GclmkAgLOjYO6mgsI7SpLa24pktVgMTgMAABqMgjkAAG6HgjkAoKEomLup9hExkiRPk1VFx/MMTgMAABrMUTDfb2wOAADgEBFoL5gfoyULAOAcKJi7KS9vH51QoCSpKD/L4DQAAKDBanqYF3wvWaqMzQIAACRJ4QH2TT/zT7LCHABwdhTM3ViRR4gkqYSCOQAALUdwJ8k7QLJWS8d/MDoNAADQjy1ZjpVUyGazGZwGAODOKJi7sVOeoZKk8sJcg5MAAIAGM5mk8B72r+ljDgCAW6hpyVJZbdXJimqD0wAA3BkFczdW7hMmSaouPmpwEgAA4JQOve33eRTMAQBwB75eZgX4eEqiLQsA4OwomLuxKr8ISZKt5JjBSQAAgFNq+pizwhwAALdRs8o8n40/AQBnQcHcjdna2QvmnmUUzAEAaFEietnvj+03NgcAAHBwbPxZwgpzAMCZUTB3Y+agSEmST3m+wUkAAIBTalaYFxyULPRJBQDAHTg2/qQlCwDgLCiYuzGf4ChJkn/VcYOTAAAApwR3ljz9JEuldOKw0WkAAIB+LJizwhwAcDYUzN2Yf2i0JCnIcsLgJAAAwCkeHlJED/vXx1KNzQIAACRRMAcANAwFczcWFB4jSWpvK5LVYjE4DQAAcEpEb/s9G38CAOAWwgPtPcyPnWTTTwDAmVEwd2PtIzpKkrxMFhWfYONPAABalJo+5mz8CQCAW4hghTkAoAEML5gvWbJE8fHx8vX1VVJSkjZt2nTW8Rs3blRSUpJ8fX2VkJCgpUuX1hmzevVqJSYmysfHR4mJiVqzZk2tn1dXV+vPf/6z4uPj5efnp4SEBM2bN09Wq9Wlv9v58vbxVaECJEmFx44YnAYAADglopf9nhXmAIBmxHvsMwsPZNNPAMC5GVowX7VqlaZNm6YHH3xQO3fu1LBhwzR69GhlZGTUOz4tLU1jxozRsGHDtHPnTj3wwAO6//77tXr1aseYlJQUjRs3ThMmTNDu3bs1YcIE3Xzzzfrqq68cY5544gktXbpUzz//vFJTU/Xkk0/qqaee0t///vcm/52dVeTRXpJUUpBtcBIAAOCUmhXm+QclK63VAABNj/fYZ/fTFeY2m83gNAAAd2WyGThLDB48WAMHDtSLL77oONa7d29df/31WrBgQZ3xs2fP1vvvv6/U1B83z5oyZYp2796tlJQUSdK4ceNUXFysjz76yDHmqquuUvv27bVy5UpJ0jXXXKPIyEgtW7bMMWbs2LHy9/fXv/71rwZlLy4uVnBwsIqKihQUFOTcL+6EvfOH6YLKb7Rt0FMadM1dTXYeAIB7aa55pi0w7LW0WqT5MVJ1ufT7HVJY1+Y7NwCg2bjTnM177LMrq7So918/liTteXikAn29muQ8AAD348w8Y9gK88rKSm3fvl0jR46sdXzkyJHavHlzvY9JSUmpM37UqFHatm2bqqqqzjrmp8/5i1/8Qp9++qkOHDggSdq9e7e++OILjRkz5ox5KyoqVFxcXOvWHMp9wiVJ1UW5zXI+AADgIh5mKby7/Wv6mAMAmhjvsc/Nz9usAB9PSbRlAQCcmWEF8/z8fFksFkVGRtY6HhkZqdzc+ovDubm59Y6vrq5Wfn7+Wcf89Dlnz56t8ePHq1evXvLy8tKAAQM0bdo0jR8//ox5FyxYoODgYMctNjbWqd+3sar8T/8uxbRkAQCgxaGPOQCgmfAeu2E6BNnbsuQWlTfL+QAALY/hm36aTKZa39tstjrHzjX+58fP9ZyrVq3S66+/rjfffFM7duzQq6++qoULF+rVV18943nnzp2roqIixy0zM/Pcv5wrBHeUJHmfomAOAECLU9PHnBXmAIBmwnvss4sJ9pMkZVMwBwCcgWEF8/DwcJnN5jqfdOfl5dX59LpGVFRUveM9PT0VFhZ21jE/fc4//elPmjNnjm655Rb17dtXEyZM0PTp0+vt6VbDx8dHQUFBtW7NwTvU/il7u/KjzXI+AEDbtGTJEsXHx8vX11dJSUnatGnTWcdv3LhRSUlJ8vX1VUJCgpYuXVrr53v37tXYsWPVpUsXmUwmLV68uM5zPPzwwzKZTLVuUVFRtcbYbDY9/PDDiomJkZ+fny677DLt3bv3vH/fZsMKcwBAM+E9dsNEB/tKknIKy5rlfACAlsewgrm3t7eSkpKUnJxc63hycrKGDh1a72OGDBlSZ/y6des0aNAgeXl5nXXMT5+ztLRUHh61f3Wz2Syr1dro36epBHToIklqX51nbBAAQKu1atUqTZs2TQ8++KB27typYcOGafTo0crIyKh3fFpamsaMGaNhw4Zp586deuCBB3T//fdr9erVjjGlpaVKSEjQ448/XqcI/lMXXHCBcnJyHLc9e/bU+vmTTz6pRYsW6fnnn9fWrVsVFRWlK6+8UidPnnTNL9/Uagrm+QckN/w7AwDQevAeu2GiQ1hhDgA4B5uB3nrrLZuXl5dt2bJltn379tmmTZtma9eune3w4cM2m81mmzNnjm3ChAmO8T/88IPN39/fNn36dNu+fftsy5Yts3l5edneeecdx5gvv/zSZjabbY8//rgtNTXV9vjjj9s8PT1tW7ZscYy57bbbbB07drR98MEHtrS0NNu7775rCw8Pt82aNavB2YuKimySbEVFRS54Jc7sWNZhm+2hIFv1X4NtVZUVTXouAID7aK55xmaz2S6++GLblClTah3r1auXbc6cOfWOnzVrlq1Xr161jt199922Sy65pN7xcXFxtmeeeabO8Yceesh24YUXnjGX1Wq1RUVF2R5//HHHsfLycltwcLBt6dKlZ3zczzXna1lHdZXNNi/cZnsoyGY7ntb85wcANDlD55mf4T32ua38Kt0WN/sD223Lv2rS8wAA3Isz84yhPczHjRunxYsXa968eerfv7/+97//ae3atYqLi5Mk5eTk1FrdFh8fr7Vr12rDhg3q37+/Hn30UT333HMaO3asY8zQoUP11ltvacWKFerXr59eeeUVrVq1SoMHD3aM+fvf/64bb7xRU6dOVe/evTVz5kzdfffdevTRR5vvl2+g0MhOqrSZZTbZlJ+TbnQcAEArU1lZqe3bt2vkyJG1jo8cOVKbN2+u9zEpKSl1xo8aNUrbtm1TVVWVU+c/ePCgYmJiFB8fr1tuuUU//PCD42dpaWnKzc2tdS4fHx+NGDHijNkkqaKiQsXFxbVuhjF7SmHd7V/TxxwA0MR4j31uNSvMcwpZYQ4AqJ+n0QGmTp2qqVOn1vuzV155pc6xESNGaMeOHWd9zhtvvFE33njjGX8eGBioxYsX19tP1d14mM3K9whTjC1PhTlpiurc3ehIAIBWJD8/XxaLpU5v08jIyDr9Smvk5ubWO766ulr5+fmKjo5u0LkHDx6s1157TT169NDRo0f1t7/9TUOHDtXevXsVFhbmOH9950pPP/OHyAsWLNAjjzzSoAzNIqKnlLfX3se8xyij0wAAWjneY59dzOke5tlF9DAHANTP0BXmaJhCzw6SpJJ8VpgDAJqGyWSq9b3NZqtz7Fzj6zt+NqNHj9bYsWPVt29fXXHFFfrwww8lSa+++up5ZZs7d66Kiooct8zMzAZnahKOjT9ZYQ4AgNFqVpifLK9WSUW1wWkAAO6IgnkLUOpn3yyt+rjBb/gBAK1OeHi4zGZzndXkeXl5dVZ214iKiqp3vKenp8LCwhqdpV27durbt68OHjzoOI8kp7JJ9rYtQUFBtW6Giuhpvz/2nbE5AACAAnw8Fehrv9g+p5BV5gCAuiiYtwBV7WIkSabiLIOTAABaG29vbyUlJSk5ObnW8eTkZA0dOrTexwwZMqTO+HXr1mnQoEHy8vJqdJaKigqlpqY6WrrEx8crKiqq1rkqKyu1cePGM2ZzSz9dYX56JT4AADBOTLB9lXl2EX3MAQB1UTBvATxCOkqSvE/lGJwEANAazZgxQy+//LKWL1+u1NRUTZ8+XRkZGZoyZYoke4uTiRMnOsZPmTJF6enpmjFjhlJTU7V8+XItW7ZMM2fOdIyprKzUrl27tGvXLlVWViorK0u7du3S999/7xgzc+ZMbdy4UWlpafrqq6904403qri4WLfddpskeyuWadOmaf78+VqzZo2+/fZb3X777fL399ett97aTK+OC4QmSB6eUmWJVHTE6DQAALR50SH2PuasMAcA1MfwTT9xbj6hnSVJARVHDU4CAGiNxo0bp4KCAs2bN085OTnq06eP1q5dq7i4OElSTk6OMjIyHOPj4+O1du1aTZ8+XS+88IJiYmL03HPPaezYsY4x2dnZGjBggOP7hQsXauHChRoxYoQ2bNggSTpy5IjGjx+v/Px8RURE6JJLLtGWLVsc55WkWbNmqaysTFOnTtWJEyc0ePBgrVu3ToGBgU38qriQp7cU1s3ekuXYfikk1uhEAAC0adGsMAcAnAUF8xYgoIO9cBBqOWZwEgBAazV16lRNnTq13p+98sordY6NGDFCO3bsOOPzdenSxbER6Jm89dZb58xlMpn08MMP6+GHHz7nWLcW0dNeMM/bJ3W/wug0AAC0aTHBrDAHAJwZLVlagLCYBPu9ilRRXmpwGgAA4LTIPvb7o98amwMAACg6xL7CPIcV5gCAelAwbwFCwiJVbrNvopafnWZwGgAA4LSagnkuBXMAAIxWs8I8u4gV5gCAuiiYtwAmDw8d84iQJBXmHDY2DAAAcF7U6YJ5/n6pusLYLAAAtHGOFeaF5edsIQcAaHuc6mFeVFSkNWvWaNOmTTp8+LBKS0sVERGhAQMGaNSoURo6dGhT5Wzzirw7KLYiW6X56UZHAQAAzgqOlXyDpfIi+8af0f2MTgQAQJsVfXqFeVmVRUVlVQrx9zY4EQDAnTRohXlOTo4mT56s6OhozZs3T6dOnVL//v31q1/9Sp06ddLnn3+uK6+8UomJiVq1alVTZ26TynyjJEmWE0cMTgIAAJxmMkmRfe1f08ccAABD+XqZFdrOXiTPLqSPOQCgtgatML/wwgs1ceJEff311+rTp0+9Y8rKyvTee+9p0aJFyszM1MyZM10atK2rDoyRiiTTySyjowAAgMaI6iOlfyHl7jE6CQAAbV50sK+On6pUTlGZEmOCjI4DAHAjDSqY7927VxEREWcd4+fnp/Hjx2v8+PE6duyYS8LhRx7BnaQjkm9pjtFRAABAYzg2/qRgDgCA0aKD/bQ3u1jZRawwBwDU1qCWLOcqlp/veJybb3hnSVJgxVGDkwAAgEap2fjz6LcSG4wBAGComBB7H/OcwjKDkwAA3E2DCuY/9eqrr+rDDz90fD9r1iyFhIRo6NChSk9nQ8qmEhTZRZIUZmX1PgAALVJEb8lklspOSMXZRqcBAKBNiw72kyTlsMIcAPAzThfM58+fLz8/+8SSkpKi559/Xk8++aTCw8M1ffp0lweEXVhMgiQpWKdUWlJkcBoAAOA0L18pvLv9azb+BADAUDUrzLNZYQ4A+BmnC+aZmZnq1q2bJOm9997TjTfeqLvuuksLFizQpk2bXB4QdkEhYSqx2T+oOJaVZnAaAADQKFF97ff0MQcAwFCsMAcAnInTBfOAgAAVFBRIktatW6crrrhCkuTr66uyMj6ZbUr55nBJUvFRCuYAALRIbPwJAIBbiA62rzDPLSqX1creIgCAH3k6+4Arr7xSd955pwYMGKADBw7o6quvliTt3btXXbp0cXU+/ESxd6RUnqny/AyjowAAgMb46cafAADAMFHBvjKZpEqLVQWnKhUR6GN0JACAm3B6hfkLL7ygIUOG6NixY1q9erXCwsIkSdu3b9f48eNdHhA/KveLkiRVFx4xOAkAAGiUyNMtWQoOSZWnjM0CAEAb5mX2UESAvUieU8TV8gCAHzm9wjwkJETPP/98neOPPPKISwLhzCyBHaUTkvlkltFRAABAYwRGSu0ipFPHpLxUqdMgoxMBANBmRYf4Ke9khbILy9Wvk9FpAADuwukV5h9//LG++OILx/cvvPCC+vfvr1tvvVUnTpxwaTjUZm5vn8F9y3INTgIAABqNPuYAALiFmNN9zFlhDgD4KacL5n/6059UXFwsSdqzZ4/++Mc/asyYMfrhhx80Y8YMlwfEj/zC4iRJwZV5BicBAACNFnW6LQt9zAEAMFR0sJ8kKaeo3OAkAAB34nRLlrS0NCUmJkqSVq9erWuuuUbz58/Xjh07NGbMGJcHxI+Co+wF83DLMdmsVpk8nP68AwAAGK2mYJ5LwRwAACPFhNhXmGcXssIcAPAjpyuu3t7eKi0tlSStX79eI0eOlCSFhoY6Vp6jaUR07CpJamcqV3HRcYPTAACARqlpyXL0W8lqNTYLAABtGCvMAQD1cXqF+S9+8QvNmDFDl156qb7++mutWrVKknTgwAF16sQuGU3Jr12gChWgEJXoePYhBbcPNzoSAABwVnh3yewtVZZIhYel0ASjEwEA0CZFn15hnsMKcwDATzi9wvz555+Xp6en3nnnHb344ovq2LGjJOmjjz7SVVdd5fKAqK3AHCFJKj6abnASAADQKGYvKaKX/WvasgAAYJiY0yvMj56skMVqMzgNAMBdOL3CvHPnzvrggw/qHH/mmWdcEghnd9I7UipLU3lBhtFRAABAY0X1lXK/sbdlSfy10WkAAGiTIgJ95OlhUrXVpryT5Y4WLQCAto1dI1uYCv8oSZK18IjBSQAAQKPV9DFnhTkAAIYxe5gUGVSz8Sd9zAEAdhTMWxhrkL0FjmdJtsFJAABAo0X1td8f3WNsDgAA2rjo4NN9zIvoYw4AsKNg3sJ4tY+VJPmX5RqcBAAANFrU6RXmhRlSWaGhUQAAaMuiQ+xtWHJYYQ4AOI2CeQvjFx4nSQquyjM4CQAAaDS/9lJQJ/vXR/camwUAgDYs5vQK82xWmAMATqNg3sKERMVLksKt+bJZrQanAQAAjVazyvwofcwBADCKoyULK8wBAKd5OvuA8vJy/f3vf9fnn3+uvLw8WX9WtN2xY4fLwqGu8Bj7CnNfU5WO5+cotENHgxMBAIBGiewjHfhYyqWPOQAARnG0ZGGFOQDgNKcL5pMmTVJycrJuvPFGXXzxxTKZTE2RC2fg4+uvfIUoXIU6npNGwRwAgJaKFeYAABguJtheMM8uYoU5AMDO6YL5hx9+qLVr1+rSSy9tijxogBOeEQqvLtTJo4cl/cLoOAAAoDEi+9rv81IlS7VkdvrPMgAAcJ6iQ+wtWfJLKlRZbZW3J51rAaCtc3om6NixowIDA5siCxqoxCdSklR5PNPgJAAAoNFC4yWvdlJ1uXT8kNFpAABok8Laecvb00M2m3S0mFXmAIBGFMyffvppzZ49W+np6U2RBw1Q4R8tSbIWHTE4CQAAaDQPsxSZaP+aPuYAABjCZDI5Nv7MLqSPOQCgEQXzQYMGqby8XAkJCQoMDFRoaGitG5pBsL1vuVdJjsFBAADAeYk83cecgjkAAIapKZjn0MccAKBG9DAfP368srKyNH/+fEVGRrLppwG82sdKktqV5xqcBAAAnBc2/gQAwHA/bvzJCnMAQCMK5ps3b1ZKSoouvPDCpsiDBmgXESdJCqnKMzgJAAA4LzUbf+ZSMAcAwCg1G3/mFLLCHADQiJYsvXr1UlkZn7oaKSQ6XpIUbjsuS3W1wWkAAECj1fQwL8mVTuUbmwUAgDYq+vQK8xxWmAMA1IiC+eOPP64//vGP2rBhgwoKClRcXFzrhqYXHtVZFptJXiaLjuex8ScAAC2WT6AUmmD/mj7mAAAYIiakZtNPVpgDABrRkuWqq66SJP3qV7+qddxms8lkMslisbgmGc7I08tbR02hilSBjmf/oIiYLkZHAgAAjRXZRzr+g71g3vWXRqcBAKDNYYU5AOCnnC6Yf/75502RA0464dlBkdUFOnUs3egoAADgfET1lVLfZ+NPAAAMUrPp54nSKpVVWuTnbTY4EQDASE4XzEeMGNEUOeCkU76RUkmqKo9nGh0FAACcj8g+9ns2/gQAwBBBfp7y9zartNKinKIyJUQEGB0JAGAgpwvmklRYWKhly5YpNTVVJpNJiYmJmjRpkoKDg12dD2dQ1S5aKpFUnGV0FAAAcD6iThfM8/dL1RWSp4+xeQAAaGNMJpOig3116Ngp5RSVUzAHgDbO6U0/t23bpq5du+qZZ57R8ePHlZ+fr0WLFqlr167asWNHU2REfYI7SZK8T2UbHAQAAJyX4FjJL1SyVrPKHAAAg8SE2NuyZBfSxxwA2jqnC+bTp0/Xr3/9ax0+fFjvvvuu1qxZo7S0NF1zzTWaNm1aE0REfXzCYiVJ7cqPGpwEAACcF5NJ6jjQ/nU2iw8AADBCdLCvJCmnqNzgJAAAozVqhfns2bPl6fljNxdPT0/NmjVL27Ztc2k4nFm7iC6SpPbVx4wNAgAAzl/M6YJ5FgVzAACMEH1648+cIlaYA0Bb53TBPCgoSBkZGXWOZ2ZmKjAw0CWhcG6hMfGSpHDbCVVVVhicBgDQ0i1ZskTx8fHy9fVVUlKSNm3adNbxGzduVFJSknx9fZWQkKClS5fW+vnevXs1duxYdenSRSaTSYsXL67zHAsWLNBFF12kwMBAdejQQddff732799fa8ztt98uk8lU63bJJZec9+/rdjom2e+zthubAwCANiomxL7CPLuQFeYA0NY5XTAfN26c7rjjDq1atUqZmZk6cuSI3nrrLd15550aP358U2REPUIjOqrSZpaHyab8nMNGxwEAtGCrVq3StGnT9OCDD2rnzp0aNmyYRo8eXe8H5JKUlpamMWPGaNiwYdq5c6ceeOAB3X///Vq9erVjTGlpqRISEvT4448rKiqq3ufZuHGj7r33Xm3ZskXJycmqrq7WyJEjderUqVrjrrrqKuXk5Dhua9eudd0v7y5qWrLkH5AqThqbBQCANogV5gCAGp7nHlLbwoULZTKZNHHiRFVXV0uSvLy8dM899+jxxx93eUDUz8NsVr5HuGJsR1WYe1jRcT2NjgQAaKEWLVqkO+64Q3feeackafHixfrkk0/04osvasGCBXXGL126VJ07d3asGu/du7e2bdumhQsXauzYsZKkiy66SBdddJEkac6cOfWe9+OPP671/YoVK9ShQwdt375dw4cPdxz38fE5Y9G91QjoIAV1koqPSNm7pPhhRicCAKBNqVlhnsMKcwBo85xaYW6xWJSSkqKHHnpIJ06c0K5du7Rz504dP35czzzzjHx8fJoqJ+pR6NVBknTqWLrBSQAALVVlZaW2b9+ukSNH1jo+cuRIbd68ud7HpKSk1Bk/atQobdu2TVVVVY3OUlRUJEkKDQ2tdXzDhg3q0KGDevToocmTJysvL++sz1NRUaHi4uJatxahZpU5bVkAAGh2NSvMT1ZU62R54/+eAQC0fE4VzM1ms0aNGqWioiL5+/urb9++6tevn/z9/ZsqH86i1DdSklR9PNPgJACAlio/P18Wi0WRkZG1jkdGRio3N7fex+Tm5tY7vrq6Wvn5+Y3KYbPZNGPGDP3iF79Qnz59HMdHjx6tN954Q5999pmefvppbd26VZdffrkqKs68f8eCBQsUHBzsuMXGxjYqU7OrKZhns/EnAADNrZ2Pp4J87Rfh5xSxyhwA2jKne5j37dtXP/zwQ1NkgZOqAmIkSabiLIOTAABaOpPJVOt7m81W59i5xtd3vKHuu+8+ffPNN1q5cmWt4+PGjdPVV1+tPn366Nprr9VHH32kAwcO6MMPPzzjc82dO1dFRUWOW2ZmC/lgOaZmhflOY3MAANBGxYTYV5lnF9LHHADaMqcL5o899phmzpypDz74QDk5OS3zkudWwiO4kyTJuzTH4CQAgJYqPDxcZrO5zmryvLy8OqvIa0RFRdU73tPTU2FhYU5n+P3vf6/3339fn3/+uTp16nTWsdHR0YqLi9PBgwfPOMbHx0dBQUG1bi1CTH9JJqkoQyo5ZnQaAADanOjg033MWWEOAG2a0wXzq666Srt379avf/1rderUSe3bt1f79u0VEhKi9u3bN0VGnIFPWGdJUmDFUYOTAABaKm9vbyUlJSk5ObnW8eTkZA0dOrTexwwZMqTO+HXr1mnQoEHy8vJq8LltNpvuu+8+vfvuu/rss88UHx9/zscUFBQoMzNT0dHRDT5Pi+EbLIV3t39NWxYAAJpd9OkV5jmsMAeANs3T2Qd8/vnnTZEDjRDYIU6SFGphFRoAoPFmzJihCRMmaNCgQRoyZIheeuklZWRkaMqUKZLsLU6ysrL02muvSZKmTJmi559/XjNmzNDkyZOVkpKiZcuW1WqnUllZqX379jm+zsrK0q5duxQQEKBu3bpJku699169+eab+s9//qPAwEDHqvXg4GD5+fmppKREDz/8sMaOHavo6GgdPnxYDzzwgMLDw/Wb3/ymOV+i5hMzUMo/IGXtkHqMMjoNAABtSszpFebZrDAHgDatQQXzG264Qa+88oqCgoKUnp6ucePGycfHp6mz4RzCYhIkSaEqVnnZKfn6tTM4EQCgJRo3bpwKCgo0b9485eTkqE+fPlq7dq3i4uwfzObk5CgjI8MxPj4+XmvXrtX06dP1wgsvKCYmRs8995zGjh3rGJOdna0BAwY4vl+4cKEWLlyoESNGaMOGDZKkF198UZJ02WWX1cqzYsUK3X777TKbzdqzZ49ee+01FRYWKjo6Wr/85S+1atUqBQYGNtGrYbCOSdI3b0lZ241OAgBAmxMdfHqFeRErzAGgLTPZanbpOgtvb2+lp6crOjpaZrNZOTk56tChQ3Pkc1vFxcUKDg5WUVGRYb1RbVarTj0SowBTmdLHb1Rcz/6G5AAAuJ47zDOtRYt6LY9sk17+leQfJv3pkNTITVQBAM2nRc0zbswdXsev047r5n+kqHOov/4365eGZAAANA1n5pkGrTDv1auX5s6dq1/+8pey2Wz697//fcYnnjhxovOJ0SgmDw/lesaom+WQTmSmUjAHAKCli+wjeXhKpQVSYYbUPs7oRAAAtBldwvwlSUdOlKqy2ipvT6e3fQMAtAINKpgvXbpUM2bM0IcffiiTyaQ///nPMtWz4slkMlEwb2bFfp2kkkMqP3rQ6CgAAOB8efnai+Y5u+xtWSiYAwDQbCICfeTnZVZZlUVHTpQqISLA6EgAAAM06OPSoUOHasuWLTp27JhsNpsOHDigEydO1LkdP368qfPiZyqCukiSTCfSjA0CAABco+NA+332DmNzAADQxphMJsWdXmWeXlBqcBoAgFGcvr4oLS1NERERTZEFjWCO6CZJ8itJNzgJAABwiZjTBfOsncbmAACgDYoPbydJOlxwyuAkAACjOF0wj4uLq7cdC4wREN1DkhReccTgJAAAwCU6Jtnvs3dKVouxWQAAaGPiwk4XzPMpmANAW8UOFi1ch869JUmR1jxVVpQbnAYAAJy3iJ6SVzup6pSUf8DoNAAAtCk1G38epiULALRZFMxbuLCoWJXafGQ22XQ0Y7/RcQAAwPnyMEvRF9q/zqKPOQAAzalmhXk6LVkAoM2iYN7CmTw8lGuOliQdz6RgDgBAq1Cz8WfWdmNzAADQxtT0MD9yokxVFqvBaQAARqBg3goU+nWWJJXlctk2AACtQk3BPJsV5gAANKcOgT7y9fJQtdWmrBNlRscBABjAZQXzBx54QJMmTXLV08EJFUFdJEmm4z8YGwQAALhGzcafud9K1RXGZgEAoA3x8DApLvT0xp+0ZQGANsllBfOsrCwdPnzYVU8HJ5jDEyRJfiUZBicBAAAuERIn+YVK1ip70RwAADSbuNMbf6az8ScAtElOF8w3btxY7/FXX31Vn3322XkHgvPaRfWQJIVWHDE4CQAAcAmTibYsAAAYpKaPOSvMAaBtcrpgfuWVV6pz586aM2eOvv32/Fc8LVmyRPHx8fL19VVSUpI2bdp01vEbN25UUlKSfH19lZCQoKVLl9YZs3r1aiUmJsrHx0eJiYlas2ZNnTFZWVn67W9/q7CwMPn7+6t///7avr1lbqwV0SVRkhRlPaqqSi7bBgCgVahpy5JFwRwA0HC8xz5/cWGnC+b5FMwBoC1yumCenZ2tWbNmadOmTerXr5/69eunJ598UkeOOL+6edWqVZo2bZoefPBB7dy5U8OGDdPo0aOVkVF/a5G0tDSNGTNGw4YN086dO/XAAw/o/vvv1+rVqx1jUlJSNG7cOE2YMEG7d+/WhAkTdPPNN+urr75yjDlx4oQuvfRSeXl56aOPPtK+ffv09NNPKyQkxOnfwR2ER3VWmc1bniarjmYcNDoOAABwhZjTK8yzWmaxAQDQ/HiP7RpdaMkCAG2ayWaz2Rr74LS0NL355ptauXKlvvvuOw0fPtyptiyDBw/WwIED9eKLLzqO9e7dW9dff70WLFhQZ/zs2bP1/vvvKzU11XFsypQp2r17t1JSUiRJ48aNU3FxsT766CPHmKuuukrt27fXypUrJUlz5szRl19+ec5P2s+muLhYwcHBKioqUlBQUKOfx1XS5vVTvDVd34xYpn6/vNHoOACA8+Ru80xL1mJfy5I8aWF3SSZpbqbkE2h0IgBAPdxpnuE9tmtkFZbp0sc/k5fZpNR5V8nT7LLt3wAABnFmnjmv/+rHx8drzpw5evzxx9W3b98z9jevT2VlpbZv366RI0fWOj5y5Eht3ry53sekpKTUGT9q1Cht27ZNVVVVZx3z0+d8//33NWjQIN10003q0KGDBgwYoH/+859nzVtRUaHi4uJaN3dS6NtJklR2lBXmAAC0CgEdpOBYSTYpe5fRaQAAbo732K4THeQrb08PVVlsyikqNzoOAKCZNbpg/uWXX2rq1KmKjo7WrbfeqgsuuEAffPBBgx+fn58vi8WiyMjIWscjIyOVm5tb72Nyc3PrHV9dXa38/Pyzjvnpc/7www968cUX1b17d33yySeaMmWK7r//fr322mtnzLtgwQIFBwc7brGxsQ3+XZtDRVAXSZKt4JCxQQAAgOvEDLDf05YFAHAOvMd2HQ8Pk+JC7W1Z0uhjDgBtjtMF8wceeEDx8fG6/PLLlZ6ersWLFys3N1evv/66Ro8e7XQAk8lU63ubzVbn2LnG//z4uZ7TarVq4MCBmj9/vgYMGKC7775bkydPrnXZ2s/NnTtXRUVFjltmZua5f7lmZArrKknyK0k3OAkAAHCZjqf7mGez8ScAoGF4j+0aNRt/phdQMAeAtsbT2Qds2LBBM2fO1Lhx4xQeHt7oE4eHh8tsNtf5pDsvL6/Op9c1oqKi6h3v6empsLCws4756XNGR0crMTGx1pjevXvX2tjk53x8fOTj43PuX8wg7aK7S3ul0HLnN18FAABuqmOS/T5rp7E5AABuj/fYrlWz8edhNv4EgDbH6RXmmzdv1r333ntexXJJ8vb2VlJSkpKTk2sdT05O1tChQ+t9zJAhQ+qMX7dunQYNGiQvL6+zjvnpc1566aXav39/rTEHDhxQXFxco38fo4V37i1JirQeVXVVpcFpAACAS0T3l2SSijKkkmNGpwEAuDHeY7tWl3D7CvPDtGQBgDanUT3M//Wvf+nSSy9VTEyM0tPtLUAWL16s//znP049z4wZM/Tyyy9r+fLlSk1N1fTp05WRkaEpU6ZIsl+iNXHiRMf4KVOmKD09XTNmzFBqaqqWL1+uZcuWaebMmY4xf/jDH7Ru3To98cQT+u677/TEE09o/fr1mjZtmmPM9OnTtWXLFs2fP1/ff/+93nzzTb300ku69957G/NyuIUOHRNUYfOSt8mio5n0MQcAoFXwDZLCu9u/pi0LAOAceI/tOl1Ot2Q5TEsWAGhznC6Yv/jii5oxY4bGjBmjwsJCWSwWSVJISIgWL17s1HONGzdOixcv1rx589S/f3/973//09q1ax2fQufk5CgjI8MxPj4+XmvXrtWGDRvUv39/Pfroo3ruuec0duxYx5ihQ4fqrbfe0ooVK9SvXz+98sorWrVqlQYPHuwYc9FFF2nNmjVauXKl+vTpo0cffVSLFy/W//3f/zn7crgND7NZOeYoSdLxzFSD0wAAAJdxtGWhYA4AODveY7tO3OmWLJnHy2Sx2gxOAwBoTiZbzY4eDZSYmKj58+fr+uuvV2BgoHbv3q2EhAR9++23uuyyyxw7abd2xcXFCg4OVlFRkYKCgoyOI0na+eRoDSjdrK96P6DB42YbHQcAcB7ccZ5pqVr8a/n1P6W1M6Wul0sT1hidBgDwMy1+nnET7vY6Wqw29f7Lx6q0WPXF7F+qU3t/oyMBAM6DM/OM0yvM09LSNGDAgDrHfXx8dOoUlyoZqSLQvmrAdvwHg5MAAACX6XyJ/T7za8lSbWwWAADaCLOHSbGhfpKkw/ls/AkAbYnTBfP4+Hjt2rWrzvGPPvqozq7YaF6msK6SJN/iw8YGAQAArtMhUfIJkipLpKN7jE4DAECbQR9zAGibPJ19wJ/+9Cfde++9Ki8vl81m09dff62VK1dqwYIFevnll5siIxrIP6qHtE9qX3HE6CgAAMBVPMxS7GDp+2QpPUWKqXulHwAAcL240wXzdArmANCmOF0w/93vfqfq6mrNmjVLpaWluvXWW9WxY0c9++yzuuWWW5oiIxoorHMvSVK0JVeW6mqZPZ3+nxcAALijuCH2gnnGZmnIVKPTAADQJnQJt/ctP1xASxYAaEsaVVGdPHmyJk+erPz8fFmtVnXo0MHVudAIkZ26qtLmKW9TtXKyDik6rqfRkQAAgCt0Hmq/T0+RbDbJZDI2DwAAbYCjJUs+K8wBoC1xuof5T4WHh1MsdyNmT0/lmKMkSfnp3xmcBgAAuEzHgZLZRyrNlwq+NzoNAABtQk3BPP14qaxWm8FpAADNpUErzAcMGCBTA1cy7dix47wC4fyc8OmkuLIjKs09YHQUAADgKp4+Uscke0uWjBQpvLvRiQAAaPViQnzl6WFSZbVVucXlignxMzoSAKAZNGiF+fXXX6/rrrtO1113nUaNGqVDhw7Jx8dHl112mS677DL5+vrq0KFDGjVqVFPnxTmUB8ZJkmwFhwxOAgAAXCpuiP0+PcXYHAAAtBGeZg/Fhtb0MactCwC0FQ1aYf7QQw85vr7zzjt1//3369FHH60zJjMz07Xp4DRTWIKUJ/mcTDc6CgAAcKXOQyU9bV9lDgAAmkWXMH+l5Z/S4fxSDe1qdBoAQHNwuof522+/rYkTJ9Y5/tvf/larV692SSg0nn9UD0lS+3I+vAAAoFWJvVgyeUgnDkvFOUanAQCgTYir6WPOCnMAaDOcLpj7+fnpiy++qHP8iy++kK+vr0tCofFCY3tLkqItubJaLAanAQAALuMbJEX2sX/NKnMAAJpFlzBasgBAW9Ogliw/NW3aNN1zzz3avn27LrnkEknSli1btHz5cv31r391eUA4JzK2q6psZvmYqpSbnaao2G5GRwIAAK4SN1TK/cbex7zPWKPTAADQ6sWF16wwLzU4CQCguThdMJ8zZ44SEhL07LPP6s0335Qk9e7dW6+88opuvvlmlweEczy9vJXpEalYW7byM1IpmAMA0Jp0vkT6aqmUwcafAAA0h/jTLVkOF5yS1WqTh4fJ4EQAgKbmdMFckm6++WaK427suG8nxZZl61T2AaOjAAAAV+o81H5/dK9UVij5hRiZBgCAVq9jez+ZPUwqr7Iq72SFooJpRQsArZ3TPcwbwmazNcXTooHKAuIkSbaCQwYnAQAALhUYKYUmSLJJmV8ZnQYAgFbPy+yhTu39JNHHHADaigYVzHv37q0333xTlZWVZx138OBB3XPPPXriiSdcEg6NFJogSfI5mW5wEAAA4HI1q8zT2fgTAIDmEBdW08ecgjkAtAUNasnywgsvaPbs2br33ns1cuRIDRo0SDExMfL19dWJEye0b98+ffHFF9q3b5/uu+8+TZ06talz4yz8orpL+6WQsiNGRwEAAK4WN0Ta9bqUscXoJAAAtAnxYf76n6S0fDb+BIC2oEEF88svv1xbt27V5s2btWrVKr355ps6fPiwysrKFB4ergEDBmjixIn67W9/q5CQkCaOjHMJi+0tSYqyZMtqscjDbDY4EQAAcJnOQ+z32TukqnLJi16qAAA0JVaYA0Db4tSmn0OHDtXQoUObKgtcJLJzd1XbPORnqlReboY6dIw3OhIAAHCV0AQpIFIqOSplbZe6XGp0IgAAWrUu4f6SpMMFrDAHgLagSTb9hLG8vH2U69FBknQsPdXgNAAAwKVMph9XmWfQxxwAgKb20xXmNpvN4DQAgKZGwbyVOu7TSZJ0KueAwUkAAIDLxdVs/JlibA4AANqA2Pb+8jBJpZUWHTtZYXQcAEATo2DeSpUFxEmSLPmHDE4CAGgJlixZovj4ePn6+iopKUmbNm066/iNGzcqKSlJvr6+SkhI0NKlS2v9fO/evRo7dqy6dOkik8mkxYsXN+q8NptNDz/8sGJiYuTn56fLLrtMe/fuPa/ftVWoWWGe+bVktRibBQCAVs7b00Md2/tJoi0LALQFFMxbKVtogiTJp/iwsUEAAG5v1apVmjZtmh588EHt3LlTw4YN0+jRo5WRkVHv+LS0NI0ZM0bDhg3Tzp079cADD+j+++/X6tWrHWNKS0uVkJCgxx9/XFFRUY0+75NPPqlFixbp+eef19atWxUVFaUrr7xSJ0+edO2L0NJEXiD5BEmVJ6XcPUanAQCg1etyui3LYTb+BIBWj4J5K+UX1U2SFFyeaXASAIC7W7Roke644w7deeed6t27txYvXqzY2Fi9+OKL9Y5funSpOnfurMWLF6t379668847NWnSJC1cuNAx5qKLLtJTTz2lW265RT4+Po06r81m0+LFi/Xggw/qhhtuUJ8+ffTqq6+qtLRUb775putfiHOw2WzKKSpzj96lHmYp9mL71xm0ZQEAoKnFhdk3/kynYA4ArZ7TBfMdO3Zoz54fVzL95z//0fXXX68HHnhAlZWVLg2HxmvfqZckKbo6Wzar1eA0AAB3VVlZqe3bt2vkyJG1jo8cOVKbN9e/oWRKSkqd8aNGjdK2bdtUVVXlsvOmpaUpNze31hgfHx+NGDHijNkkqaKiQsXFxbVu58tqtemix9ZryILPlFVYdt7P5xI1bVnS2fgTAICm5lhhnk9LFgBo7ZwumN999906cMC+keQPP/ygW265Rf7+/nr77bc1a9YslwdE40TF9ZLFZpK/qUIFuawyBwDULz8/XxaLRZGRkbWOR0ZGKjc3t97H5Obm1ju+urpa+fn5Ljtvzb0z2SRpwYIFCg4OdtxiY2MblOlsPDxMCg+wr5Tfn+sm7WBqNv7MSJHcYdU7AACtGC1ZAKDtcLpgfuDAAfXv31+S9Pbbb2v48OF688039corr9TqXQpjefv46qhHB0lSXkaqwWkAAO7OZDLV+t5ms9U5dq7x9R13xXmdzTZ37lwVFRU5bpmZrvnguGdUoCRp/1E3KZjHDJTM3tKpY1IBm3wDANCUuoTXtGQpdY/2bACAJuN0wdxms8l6usXH+vXrNWbMGElSbGxsg1eVoXkUeHeUJJXkHDA4CQDAXYWHh8tsNtdZsZ2Xl1dnZXeNqKioesd7enoqLCzMZeet2SzUmWySvW1LUFBQrZsr9Ig8XTB3lxXmXr5SxyT71/QxBwCgSXVq7y+TSSqpqFbBKdrRAkBr5nTBfNCgQfrb3/6mf/3rX9q4caOuvvpqSfY+o2d784rmVxrQWZJkOfa9wUkAAO7K29tbSUlJSk5OrnU8OTlZQ4cOrfcxQ4YMqTN+3bp1GjRokLy8vFx23vj4eEVFRdUaU1lZqY0bN54xW1PqFeVmBXPpxz7mFMwBAGhSvl5mxQT7SZIO59OWBQBaM6cL5s8884x27Nih++67Tw8++KC6desmSXrnnXcMefOKM7OFdpUk+RSlGZwEAODOZsyYoZdfflnLly9Xamqqpk+froyMDE2ZMkWSvcXJxIkTHeOnTJmi9PR0zZgxQ6mpqVq+fLmWLVummTNnOsZUVlZq165d2rVrlyorK5WVlaVdu3bp+++/b/B5TSaTpk2bpvnz52vNmjX69ttvdfvtt8vf31+33nprM706P6pZYf7DsVOqsrjJhto1fczZ+BMAgCZX05blBwrmANCqeTr7gAsvvFB79uypc/ypp56Sp6fTT4cm5N/xAumgFFb2g9FRAABubNy4cSooKNC8efOUk5OjPn36aO3atYqLi5Mk5eTkKCMjwzE+Pj5ea9eu1fTp0/XCCy8oJiZGzz33nMaOHesYk52drQEDBji+X7hwoRYuXKgRI0Zow4YNDTqvJM2aNUtlZWWaOnWqTpw4ocGDB2vdunUKDAxs4lelro4hfmrnbdapSosO559S98jmz1BH7MWSTNKJNOlkrhQYZXQiAABare4dAvXl9wU66C77mQAAmoTJ5uRuFQkJCdq6dWudHqWFhYUaOHCgfvihbRRni4uLFRwcrKKiIpf1RnW1Y9mHFfHShbLYTKqakyVfv3ZGRwIANFBLmGdaCle+lr9Z8qV2ZhTq+VsH6Jp+MS5KeJ6WDpNyv5Fu+KfU72aj0wBAm8Oc7Rot4XVc+XWG5r67R8O6h+tfdww2Og4AwAnOzDNOt2Q5fPiwLBZLneMVFRU6cuSIs0+HJhQe1VmFCpDZZNORAzuNjgMAQIvX8/Sq8gPu1Me86y/t94c+NzYHAACtXM/T+5l8505/BwAAXK7BPVTef/99x9effPKJgoODHd9bLBZ9+umnio+Pd206nBeTh4eyvBMUUvmNTqTtki78hdGRAABo0Wr6mLvVG+WEX0pfPisd+kyy2SSTyehEAAC0SjUfnB87WaGCkgqFBfgYnAgA0BQaXDC//vrrJdk34Lrttttq/czLy0tdunTR008/7dJwOH8lwT2kY9/IkvOt0VEAAGjxep1eWXbAnXqXdh4iefpKJblSXqoUmWh0IgAAWqV2Pp7qHOqvjOOl2p97UkO7UTAHgNaowS1ZrFarrFarOnfurLy8PMf3VqtVFRUV2r9/v6655pqmzIpGMEVeIElqV7jf4CQAALR8PU4XzNOPl6qssm6LOkN4+Upxl9q//oG2LAAANCXasgBA6+d0D/O0tDSFh4c3RRY0gaAuF0qSoivaxmasAAA0pfAAH4W185bNJh3Mc6M3yl0vt98f+szYHAAAtHI1V5vtp2AOAK1Wg1uy/NSnn36qTz/91LHS/KeWL1/ukmBwjdieSdIHUrgKdTwvS6EdOhodCQCAFq1nVKA2HyrQ/tyT6tcpxOg4djUF88NfSlXl9lXnAADA5XpFBUmSvnOn9mwAAJdyeoX5I488opEjR+rTTz9Vfn6+Tpw4UesG99IuMERZpkhJUvaB7QanAQCg5avZ+NOt+ph36C0FREnVZVLmFqPTAADQatW0ZDmQe1JWq83gNACApuD0CvOlS5fqlVde0YQJE5oiD5pAnl9XdSw9qpKMbyT92ug4AAC0aL3csXepyWRfZb77TXtbloTLjE4EAECr1CXMX96eHiqrsijjeKm6hLczOhIAwMWcXmFeWVmpoUOHNkUWNJGK0N6SJI9j+wxOAgBAy1ez8adbrTCX6GMOAEAz8DR7qEdkgCQ3+/AcAOAyThfM77zzTr355ptNkQVNxCumryQp5ORBg5MAANDy1bRkOVpcocLSSoPT/ETNqvLcPVJJnqFRAABozXpGnu5jnltscBIAQFNwuiVLeXm5XnrpJa1fv179+vWTl5dXrZ8vWrTIZeHgGuFdB0hfS52q0mW1WORhNhsdCQCAFivAx1Od2vvpyIky7c89qcEJYUZHsguIkKL6SbnfSD9skPrdbHQiAABapZr2bPtZYQ4ArZLTBfNvvvlG/fv3lyR9++23tX5mMplcEgqu1TEhUeU2L/mbKnQkLVWduvUxOhIAAC1az8hAHTlRpgNH3ahgLtnbsuR+Y2/LQsEcAIAm0SuagjkAtGZOF8w///zzpsiBJuTp5a3Dnp3VzXJIeYd2UjAHAOA89YgK1Kff5Wm/O/Yx/3KxvWBus9k3AwUAAC7V8/QK87SCUyqrtMjPm6u4AaA1cbqHOVqmEwHdJUkVWd8YnAQAgJbPbS/F7nyJ5OknlRyV8tjsGwCAphAR4KPQdt6y2aSDeW72twAA4Lw1aIX5DTfcoFdeeUVBQUG64YYbzjr23XffdUkwuJalQ6JU9LF8Cr4zOgoAAC1ezcaf+3NPymazuU9bOk8fqcul0vfr7avMIy8wOhEAAK2OyWRSz8hApfxQoO9yT6pfpxCjIwEAXKhBK8yDg4MdbwSDg4PPeoN7ahfbT5IUUfq9wUkAAGj5EiLayexhUnF5tY4WVxgdp7aul9vvD9FGDwCAplLTx/y7HFaYA0Br06AV5itWrKj3a7Qc0T2SpM+kjtYclZ06Kb92gUZHAgCgxfLxNCshvJ0O5pXou9xiRQX7Gh3pRzUF8/QvpapyycuNsgEA0Eo42rMdLTY4CQDA1Rrdw/zYsWP64osv9OWXX+rYsWOuzIQmENahk44rSB4mm44c2Gl0HAAAWrwep98oH3C3jT8jekmB0VJ1uZSRYnQaAABapZ5RQZLccD8TAMB5c7pgfurUKU2aNEnR0dEaPny4hg0bppiYGN1xxx0qLS1tioxwAZOHh7J9EiRJJw7vMjYMAACtQE9HH/MSg5P8jMn0k7YsnxmbBQCAVqpHZIBMJim/pFLHTrpZezYAwHlxumA+Y8YMbdy4Uf/9739VWFiowsJC/ec//9HGjRv1xz/+sSkywkVKgntIkqw53xqcBACAlq+nO1+KTR9zAACalL+3p+JC/SWxyhwAWhunC+arV6/WsmXLNHr0aAUFBSkoKEhjxozRP//5T73zzjtNkREuYo7qI0kKKNpvcBIAAFq+mhXmB4+WyGK1GZzmZxIus98f3SOdPGpoFAAAWquaD8+/y3XDD88BAI3mdMG8tLRUkZGRdY536NCBlixuLrhLf0lSdEWasUEAAGgFYkP95evloYpqqzKOu9nfQO3CpegL7V//sMHQKAAAtFa96GMOAK2S0wXzIUOG6KGHHlJ5ebnjWFlZmR555BENGTLEpeHgWrE9B8pqMylMRcrPzTQ6DgAALZrZw6Qejj7mbriyjD7mAAA0qV6OFeYUzAGgNXG6YP7ss89q8+bN6tSpk371q1/piiuuUGxsrDZv3qxnn322KTLCRfzaBSrLI1qSlHNgh8FpAABo+Xq468afUu2Cuc3NWsYAANAK1LRkOXD0pPu1ZwMANJrTBfM+ffro4MGDWrBggfr3769+/frp8ccf18GDB3XBBRc0RUa40DH/rpKkU5m7DU4CAEDLV9PH/MBRN1xZFjtY8vKXTuVJR/canQYAgFYnLqydoz1besEpo+MAAFzEszEP8vPz0+TJk12dBc2gIrSXdGqTzMf2GR0FAIAWz603+/L0kbr8Qjq4zr7K/PTm3wAAwDVq2rN9c6RI3+WeVEJEgNGRAAAu4PQKc0nav3+/7rvvPkdLlvvuu0/fffedq7OhCfh26itJCjl50OAkAAC0fDUF88MFpSqvshicph6OtiyfGpsDAIBWquZqM/qYA0Dr4XTB/J133lGfPn20fft2XXjhherXr5927Nihvn376u23326KjHCh8K4DJUmx1emyVFcbnAYAgJatQ6CPgv28ZLHa9MMxN7wUu+uv7Pfpm6VyN1wFDwBAC1fz4blbbgAOAGgUpwvms2bN0ty5c5WSkqJFixZp0aJF2rx5sx544AHNnj27KTLChWK69FaZzVu+piplp9HPFACA82EymX58o3zUDd8oh3eXwrpJlkrp+2Sj0wAA0Or0jg6SxApzAGhNnC6Y5+bmauLEiXWO//a3v1Vubq5LQqHpmD09lenVRZJ07PsdxoYBAKAVqLkUe39uicFJ6mEySb2usX+d+oGxWQAAaIVqPjjPOF6q0kqu4gaA1sDpgvlll12mTZs21Tn+xRdfaNiwYS4JhaZVGNBNklSR/a3BSQAAaPl6nH6jfOCom64s632t/f5gslRdYWwWAABamfAAH4UHeMtmkw4cdcMPzwEATvN09gG//vWvNXv2bG3fvl2XXHKJJGnLli16++239cgjj+j999+vNRbux9ohUSpcK9/jbNQKAMD56uXoXeqmBfOYgVJAlFSSK6X9T+p+pdGJAABoVXpFBemL7/P1XU6x+seGGB0HAHCenC6YT506VZK0ZMkSLVmypN6fSfaenhaL5TzjoSkEdL5QOiBFlH5vdBQAAFq8Hh3sBfOswjKdLK9SoK+XwYl+xsND6nW1tG2ZlPpfCuYAALhYz6hAe8HcXT88BwA4xemWLFartUE3iuXuK6ZHkv3eelSlJUUGpwEAoGUL9vdSVJCvJDe+FLvX1fb7/WslK3+jAQDgSj3d/WozAIBTnC6Yo+UL7dBR+QqRh8mmIwd2Gh0HAIAWz+3fKHcZJvkES6eOSUe2Gp0GAIBWpaY923e5xbLZbJLVKlVXSpWlUnmxVHpcKjlmvwcAuD2nW7KgdcjxiVd4xU4Vpu2UBl5mdBwAAFq0nlGB2njgmPtu/OnpLfUYJe35t/TdB1LnS4xOBABAq9G9Q6CCTaVaUrVIeuRmSbYzD+53i3TtYsnLr7niAQCcxArzNupUSC9JkjV3r8FJAABo+XpE/riyzG3VtGVJ/UCyneWNPAAAcIqfl4eeafeKhpj3yXS2YrkkffOWtGK0VJzdPOEAAE5jhXkb5RF1gXRUCiw6YHQUAABavMToIEnSt1nFslhtMnuYDE5Uj25XSGYf6USalLdPirzA6EQAALQOu97Q5dVfqMpm1roBS3T1yJGSh1ny8PzxZvKQDm+S/j1Ryt4pvfRL6ZY3pE6DjE4PAPgZVpi3Ue3j+0uSYip/kM1qNTYMAAAtXI/IAPl7m1VSUa1Dx9x040+fAKnr5favv/vQ2CwAALQW+QeltX+SJC2qvkmfVvaS/EMl32DJu53k6WMvnptMUvxwafLnUodEqSRXWjFG2v2Wwb8AAODnGlUwP3TokP785z9r/PjxysvLkyR9/PHH2ruX9h4tRWyPAbLYTGqvkyrIzTQ6DgAALZqn2UN9OwZLknZlFBob5mwcbVn+a2wOAABag+oK6Z3fSVWlyu8wREst15x7A/DQeOmOdVLPMZKlQlpzt7TuL5LV0jyZAQDn5HTBfOPGjerbt6+++uorvfvuuyopsa+i+uabb/TQQw+5PCCahq9/gLLMMZKk7P1bDU4DAEDLN6Bze0nSzsxCY4OcTc/R9kvCc7+RTqQbnQYAgJZt/cNS7h7JP0xlY16QTR46mFeiKss5ruL2CZTGvSENm2n/fvNz0pvjpPKiJo8MADg3pwvmc+bM0d/+9jclJyfL29vbcfyXv/ylUlJSnA6wZMkSxcfHy9fXV0lJSdq0adNZx2/cuFFJSUny9fVVQkKCli5dWmfM6tWrlZiYKB8fHyUmJmrNmjVnfL4FCxbIZDJp2rRpTmdv6fICekuSTqV9ZXASAABavv6xIZKknRknjA1yNu3Cpc5D7V/vX2tsFgBAk+A9djM58Im0ZYn96+tfVMfOCQry9VRltVWpOQ3YBNzDQ/rVX6SxyyRPX+n7ZOnlK6RT+U2bGwBwTk4XzPfs2aPf/OY3dY5HRESooKDAqedatWqVpk2bpgcffFA7d+7UsGHDNHr0aGVkZNQ7Pi0tTWPGjNGwYcO0c+dOPfDAA7r//vu1evVqx5iUlBSNGzdOEyZM0O7duzVhwgTdfPPN+uqrukXhrVu36qWXXlK/fv2cyt1aWDpeJElql7fD4CQAALR8AzqHSJIOHD2pUxXVxoY5G0dblg+MzQEAcDneYzeTk7nSe/fYvx58j9RjlDw8TI6rzXakO/Hhed8bpUkfS4ExUv4B6d3JtGcBAIM5XTAPCQlRTk5OneM7d+5Ux44dnXquRYsW6Y477tCdd96p3r17a/HixYqNjdWLL75Y7/ilS5eqc+fOWrx4sXr37q0777xTkyZN0sKFCx1jFi9erCuvvFJz585Vr169NHfuXP3qV7/S4sWLaz1XSUmJ/u///k///Oc/1b59e6dytxZhvX4hSepSniqrhQkZAIDzERnkq5hgX1lt0jdH3PiS6pqCecZm6ZRzix0AAO6N99jNwGqV3r1LKi2QovpKVz7i+NHAxrZnixkg/Xa15OknHfpM2vikCwMDAJzldMH81ltv1ezZs5WbmyuTySSr1aovv/xSM2fO1MSJExv8PJWVldq+fbtGjhxZ6/jIkSO1efPmeh+TkpJSZ/yoUaO0bds2VVVVnXXMz5/z3nvv1dVXX60rrriiQXkrKipUXFxc69bSxfW+SGU2bwXplDIP7jY6DgDAQEZcvt2lSxeZTKY6t3vvvdcx5vbbb6/z80suucQ1v3QT6H96lfkud+5j3j7O/gbfZpUOfGR0GgCAi/Aeu5lsflZK2yh5+Utjl0uePo4f1VxttqMx7dkiE6VrF9u/3viE9P36888KAGgUpwvmjz32mDp37qyOHTuqpKREiYmJGj58uIYOHao///nPDX6e/Px8WSwWRUZG1joeGRmp3Nzceh+Tm5tb7/jq6mrl5+efdcxPn/Ott97Sjh07tGDBggbnXbBggYKDgx232NjYBj/WXXl5+yjNp6ck6WjqFwanAQAYxajLt7du3aqcnBzHLTk5WZJ000031TrfVVddVWvc2rXu23t7QOzplWXu3Mdcknpda7+nLQsAtBq8x24GR7ZLn/3N/vXoJ6WIHrV+3L9ziEwmKfN4mY6drHD++S+8RUq6XZJNWj1ZKjpy3pEBAM5zumDu5eWlN954QwcOHNC///1vvf766/ruu+/0r3/9S2az2ekAJpOp1vc2m63OsXON//nxsz1nZmam/vCHP+j111+Xr69vg3POnTtXRUVFjltmZmaDH+vOisIutH+R+bWxQQAAhjHq8u2IiAhFRUU5bh988IG6du2qESNG1Dqfj49PrXGhoaFN8jq4wk9XmNf8jeKWel9jvz/0mVRRYmwWAIBL8R67CX3+N8laLV3wG2nAb+v8OMjXS907BEg6jw/Pr3pCir5QKjsu/fs2qbryfBIDABrB6YJ5ja5du+rGG2/UzTffrO7duzv9+PDwcJnN5jqfdOfl5dX59LpGVFRUveM9PT0VFhZ21jE1z7l9+3bl5eUpKSlJnp6e8vT01MaNG/Xcc8/J09NTljP08vbx8VFQUFCtW2vgGz9EkhRR+I3BSQAARjD68u2f5nj99dc1adKkOm/KN2zYoA4dOqhHjx6aPHmy8vLyzvo7GXmJd5+YYHl6mJR3skI5ReXNdl6ndUiU2neRLBXSoU+NTgMAcAHeYzexihLp8Okrs3/5oHSGDyFqrjbbkVHYuPN4+Uo3vyb5BktZ26TkvzTueQAAjebp7ANmzJhR73GTySRfX19169ZN11133TlXf3l7eyspKUnJycn6zW9+4zienJys6667rt7HDBkyRP/9739rHVu3bp0GDRokLy8vx5jk5GRNnz691pihQ4dKkn71q19pz549tZ7jd7/7nXr16qXZs2c3apV8Sxbbb7i0WYqzZOhk0XEFBrvvqj0AgOs1xeXb0dHRDbp8+6fee+89FRYW6vbbb691fPTo0brpppsUFxentLQ0/eUvf9Hll1+u7du3y8fHp97nWrBggR555JF6f9bU/LzN6hUdqG+zirUzo1AxIX6G5Dgnk0nqdY2U8ry9LUti/X97AQBaDt5jN7HDmyRLpRQSJ4V1O+OwgXEhWrUts3F9zGu07yL95h/Sylukr5ZKsYOlPjc0/vkAAE5xumC+c+dO7dixQxaLRT179pTNZtPBgwdlNpvVq1cvLVmyRH/84x/1xRdfKDEx8azPNWPGDE2YMEGDBg3SkCFD9NJLLykjI0NTpkyRZL9EKysrS6+99pokacqUKXr++ec1Y8YMTZ48WSkpKVq2bJlWrlzpeM4//OEPGj58uJ544gldd911+s9//qP169friy/snwQHBgaqT58+tXK0a9dOYWFhdY63BeFRnZVt6qAY5enw7k3qO5w3zADQFjX35ds/t2zZMo0ePVoxMTG1jo8bN87xdZ8+fTRo0CDFxcXpww8/1A031P/Gce7cubU+4C8uLm7WvqgDYtvr26xi7co8oav7RTfbeZ3W+1p7wfzAJ5KlSjJ7GZ0IAHCeeI/dhA6us993v/KMq8slaWBn+wrzb44Uqtpilae5kRf29xwt/WK69MUz0vu/lyL71OmZDgBoGk7/l/u6667TFVdcoezsbG3fvl07duxQVlaWrrzySo0fP15ZWVkaPnx4rU+fz2TcuHFavHix5s2bp/79++t///uf1q5dq7i4OElSTk5OrQ3H4uPjtXbtWm3YsEH9+/fXo48+queee05jx451jBk6dKjeeustrVixQv369dMrr7yiVatWafDgwc7+qm1GdkBfSVLJofovkwcAtF5GXb79U+np6Vq/fr3uvPPOc+aNjo5WXFycDh48eMYxRl/i3T82RJK0s7GXYjeXThdJ7SKkiiL7qjkAQIvHe+wmYrNJB9fbv+525VmHdo0IUKCvp8qrrPou9+T5nfeXf5a6DJMqS6R/T5QqT53f8wEAGsRkc3JHqo4dOyo5ObnO6vG9e/dq5MiRysrK0o4dOzRy5EjHrtqtUXFxsYKDg1VUVOT+vdbOYcvK+bpk/xPa7XexLpydbHQcAICad54ZPHiwkpKStGTJEsexxMREXXfddVqwYEGd8bNnz9Z///tf7du3z3Hsnnvu0a5du5SSkiLJ/ob95MmTWrt2rWPM6NGjFRISUmvVmiQ9/PDD+sc//qHMzEx5ep794reCggJ17NhRL730kiZOnNig36+55+xDx0r0q6c3ysfTQ98+MkpejV1Z1hz++wdp+yvSgAnSdc8bnQYAWqTW9N7QSG79Oh7bL71wsWT2lmYflrzbnXX4hGVfadPBfM277gJNHNLl/M598qj0j2FSyVGp//9J1y8592MAAHU4M884/Q6uqKio3s22jh075thUKyQkRJWV7OTcUoT2vFSSFFe2Tzar1eA0AIDmNmPGDL388stavny5UlNTNX369DqXb/+0OD1lyhSlp6drxowZSk1N1fLly7Vs2TLNnDnTMeYPf/iD1q1bpyeeeELfffednnjiCa1fv17Tpk2rdW6r1aoVK1botttuq1MsLykp0cyZM5WSkqLDhw9rw4YNuvbaaxUeHl6rN6u7iQ9rp2A/L1VUW/VdznmuLGtqfW+y3+/7j1RVZmwWAADc1cHTC8viLj1nsVz6sS2LS642C4yUblwhmTykXW/8uNIdANBkGtWSZdKkSVqzZo2OHDmirKwsrVmzRnfccYeuv/56SdLXX3+tHj3ordVSdLlgsMptXgpRiTK//8boOACAZmbk5dvr169XRkaGJk2aVCeX2WzWnj17dN1116lHjx667bbb1KNHD6WkpCgwMLCJXo3z5+Fh0oWn27LsyjyPDb+aQ+ehUnCsVFEs7f/I6DQAALin708XzLufvR1LjQGdQyTp/Db+/Kkul0qD77F//cE0qcLNP5AHgBbO6ZYsJSUlmj59ul577TVVV1dLkjw9PXXbbbfpmWeeUbt27bRr1y5JUv/+/V2d12249eVijZD62BD1rtqnrf0f00XX32d0HABo81rbPGMkI17LZ5IP6NlPD+qGgR216Ob+zXLORvt0nrTpaan7KOn//m10GgBocZizXcNtX8eKEunJeMlSKd27tUEbbxaVVunCefZNQrf/+QqFBficf47KU9KSIVJhunTx3dKYJ8//OQGgDWnSliwBAQH65z//qYKCAu3cuVM7duxQQUGBXnrpJbVrZ780qX///q26WN4aFYUNkCRZM782OAkAAC3f/7d33/FRVfn/x19TMuk9pNBD7yAgCApYQXRVrNh1LSt2dN111d2frmVRd9dVv3bFthbQBV1sK9gAaSK9RKQmtBASSO8z9/fHTSUBMjDJnUnez8d3HvfOnTszn5zl6+fcz5x7zpCqkWWr/X3hT4BBl5vbLd9A4X5rYxEREfE3OxaaxfKYzpDQs0lviQ4LokdiBODDRcBd4XDec+b+T6+Brt1FRJrNMa9CFRERwaBBgxg8eDARERG+jEksEJxq3iKfkKspWURERI7XkI4xAGzLLiK32M/XdWnXC9oPBcMN62dZHY2IiIh/qZ6/vMdZYLM1+W0nVE3P5rNpWQC6n2Yu/IkB/70DKst899kiIlLDefRTGlq+fDkff/wxGRkZDRb3nD17tk8Ck5bVceA4WAJdK3dQmH+QiKhYq0MSEREJWLHhLlITwtmeXcTqnbmc2jvR6pCObPDlsGclrJ0BJ02xOhoRERH/YBh15i8f79Vbh3aJ5eMVu3w3wrza+MfNIn72JnNKtdMe9O3ni4iI9yPMZ8yYwcknn8zGjRv55JNPqKioYOPGjXz33XdER0c3R4zSAtq170om7XDYDHasXWh1OCIiIgFvSM3Cn7mWxtEkAy4GuxP2rIL9m6yORkRExD9kb4bcDHC4IHWMV28d2tkchLZmVy6Vbo/vYgqLq52/fOEzsG+j7z5bRESAYyiY/+1vf+Nf//oXn3/+OS6Xi+eee460tDQuu+wyOnfu3BwxSgvZHTkAgMItSy2OREREJPCdUDWPuc9HljWH8ATocaa5v2aGtbGIiIj4i+rR5V1ONucQ90KPxAgigp0Ul7vZtK/At3H1mwS9zwVPBcy5Ezxu336+iEgb53XBfOvWrZx77rkABAcHU1RUhM1m45577uG1117zeYDScipShgEQsm+FxZGIiIgEvuoR5mt25WIYhrXBNMXgqsU/130MHh+OhBMREQlUm+ea255nef1Wh91W0xfw+Y/nNhuc+w8IjoLdP8OyV337+SIibZzXBfO4uDgKCsxfRzt06MD69esByM3Npbi42LfRSYuK7XUyAF1KNmLoQllEROS49EmOIthpJ7e4gh05AdBH6jURgqMhbyekL7I6GhEREWuVFUL6YnO/h/cFc4ChVXeb+XThz2pR7eGsR8397x6Dgzt8/x0iIm2U1wXzMWPGMG+eeVvSZZddxt13383NN9/MFVdcwRlnnOHzAKXldB1wEuWGk1jy2b1N86CJiIgcD5fTzoAO5vouq5rjQtnXgkKg/wXmvqZlERGRtm7HQnCXQ0xnSOh5TB9xQtU85s02PdvQ66DLKVBRDJ9NNRcpFRGR4+Z1wfyFF17g8svNW3YfeOAB7rvvPvbt28dFF13E9OnTfR6gtJzgkDC2BZkdgb0bFlgcjYiISOALqIU/AQZVTcuy8b9QHgCj4kVERJrL5qr5y3ucZU6Bcgyq1zPZnl3EwaJyHwVWh90O5z8PzhDY9j2snen77xARaYOOaUqW9u3bm2+22/njH//InDlzeOaZZ4iNjfV5gNKycuOHAODJWGZtICIiIq1AQC38CdB5lDmSrrwANn1pdTQiIiLWMIzaBT+PYf7yajFhLrq1MxcLXbWzme42i+8O4+439+f+GUoC4K42ERE/53XB3OFwkJWV1eB4Tk4ODofDJ0GJdYK6jAQgPnedxZGIiIgEvuoR5ml78ymtcFsbTFPY7TBosrmvUWoiItJWZW+G3AxwuCB17HF91AmdzIGFK9NzfRDYYYy6AxJ6Q9F++O7x5vseEZE2wuuCuXGYObHKyspwuVzHHZBYq+MgszPQtXI7xYV5FkcjIiIS2DrEhNIuMphKj8H63QGSV6unZdnyLRQ2HCQhIiLS6lWPLu8yGlzhx/VRQ7vEAM04whzA6YJz/2nuL58Ou1c233eJiLQBzqae+PzzzwNgs9l44403iIiIqHnN7XazYMEC+vTp4/sIpUUldezOPuJJsuWwae0i+o8+x+qQREREApbNZmNIpxjmbdzH6p25DO8aZ3VIR5fQAzoMg90rYN1/YNRtVkckIiLSsurOX36chlYt/Lk6Ixe3x8BhP7b50I8qdQwMvAzWfQRf/B5u+gbsmgVARORYNLlg/q9//QswR5i/8sor9aZfcblcdO3alVdeecX3EUqL2x3Rn6TCBeRvXgQqmIuIiByXEzqbBfNVgbLwJ5ijzHevgLUzVDAXEZG2pbwI0heZ+z3HH/fH9UqKJNzloKjczeasAvokRx33Zx7W+Mfh1//BnpWw4m048cbm+y4RkVasyVOybN++ne3btzNu3DjWrFlT83z79u1s2rSJr7/+mpEjRzZnrNJCylOGAxCyT7dxiYiIHK/qecxXB8rCnwADLga7E/augaxfrI5GRESk5WxfCO5ycxHshJ7H/XEOu43BVX2BZp3HHCAyCU7/s7n/7aNQuL95v09EpJXyeg7z77//ntjY2OaIRfxETM/RAHQu3oDh8VgcjYiISGAb1DEGmw1255aQlV9qdThNEx5fO6pu7QxrYxEREWlJW+pMx2LzzfQp1dOyrMxoxnnMqw2/EZIHQWkufPNw83+fiEgr5HXB3O12M336dK688krOPPNMTj/99HoPCXxdB46m3HAQTx57dmyyOhwREZGAFhHspHdSJECATcsy2dyu/Qg8bmtjERERaQmGAZvnmvs9j3/+8mondI4BYFVLFMwdTjj3GXN/9fuQvqT5v1NEpJXxumB+9913c/fdd+N2uxkwYACDBw+u95DAFxIazvagHgDsXT/f4mhEREQC39Au5siypdtyLI7EC73OhpAYyN8NW76xOhoREZHml70ZcjPA4YLUsT772BOqRphv3V9EbnG5zz73sDqdCEOvM/e/uBfcFc3/nSIirUiTF/2sNmPGDD766CPOOUeLQbZmB+MGQ9Ym3Bk/AVOsDkdERCSgndIjgQ+WZfDj5myrQ2m6oBA44WpY8gL89Br0mmB1RCIiIs1r9wpz2/FEcIX77GPjwl10jQ9jR04xq3bmclrvRJ999mGd+QikfQZZG2HZqzD6jub/ThGRVsLrEeYul4sePXo0RyziR4K6mAu4xh1cY3EkIiIigW9093jsNticVcjevBKrw2m6E28EbOYI85ytVkcjIiLSvHK2mNt2vX3+0dXzmK9Kb4FpWQDC4uCsv5r7P0yD/D0t870iIq2A1wXz3//+9zz33HMYhtEc8Yif6Dj4NAC6VW4l74BW1hYRETkeMWEuBnaMAQisUeZx3WrncF3+hrWxiIiINLfqgnm87wcJDu8aB8CSlpyebcjV0HEElBfC/x5oue8VEQlwXhfMf/zxR95//326d+/Oeeedx0UXXVTvIa1DUsfupNs74bAZbFn6udXhiIiIBLwxPRIA+HFLABXMAUb8ztyueh/Ki6yNRUREpDlV303VDAXzMT3NfsDKjFzyS1toTnG7HX7zDNjssPFT2PJty3yviEiA87pgHhMTw4UXXsi4ceNISEggOjq63kNaj70JowFwb9ZCXyIiIser+kJ50ZZsPJ4AulOv+xkQmwplebD2I6ujERERaR4eDxyoKpjHdff5x3eKCyM1IRy3x2DxlhYcZZ48EEbcYu5/eR9UlLbcd4uIBCivF/186623miMO8UNhfcdD1kw6H1yK4fFgs3v9+4qIiIhUOaFzLGEuB9mF5aRl5tO/fYAMNLDbYcTN8PWD8NPrMOx6sNmsjkpERMS3CvZCRTHYHBDbpVm+YmzPBLZnF7Fg837OHpDcLN/RqNMehA2fwIFtsPh5GPfHlvtuEZEAdEwV0MrKSr755hteffVVCgoKANizZw+FhYU+DU6s1XPEBMqMIJLJJuPX1VaHIyIiEtBcTjsndYsHAmwec4AhV0JQGGRtgPTFVkcjIiLie9Xzl8d2BUdQs3zF2F7tAFjw6/6WXRcuJAomPGHuL/iHWTgXEZHD8rpgnp6ezsCBA7ngggu4/fbb2b/fXBDy6aef5r777vN5gGKd0PBIfg0ZCMDelV9YHI2IiEjgq56WJeDmMQ+NhUGXmfs/vWZtLCIiIs2hGRf8rHZSt3iCHDZ2HSxhR05xs31PowZcDKnjwF0GX90PLVmwFxEJMF4XzO+++26GDx/OwYMHCQ0NrTl+4YUX8u23WkCitSnqNBaA0Iz5FkciIiIS+KoL5su2H6C0wm1xNF468WZzm/YZ5O+xNhYRERFfqx513YwF8/BgJ8O7xAHmKPMWZbPBuf8EexBsngu/fN6y3y8iEkC8Lpj/+OOP/PnPf8blctU73qVLF3bv3u2zwMQ/JJ1wDgC9StZQWlJkcTQiIiKBrXu7CJKjQiiv9LB8xwGrw/FO8gDocjIYbvhZa9qIiEgrUzPC3PcLftZVd1qWFpfQE06+29z/6k9Qpml1RUQa43XB3OPx4HY3HBG1a9cuIiMjfRKU+I+ufU8kizhCbeVsXv6N1eGIiIgENJvNVjstS6DNYw5w4k3mdsXbUFluaSgiIiI+1QJTskDt3WZLtuVQXulp1u9qPIDfQ0xnyN8FC55u+e8XEQkAXhfMzzrrLJ599tma5zabjcLCQh5++GHOOeccX8YmfsBmt5MeMxKAoo1fWxyNiIhI4Dul6kJ5QSAWzPueBxHJUJQFaXOsjkZERMQ33BVwcIe538wF834pUSREuCgud7Mi/WCzflejXGEw8e/m/pIXISut5WMQEfFzXhfM//WvfzF//nz69etHaWkpV155JV27dmX37t089dRTzRGjWMzW8wwAkrIWWRyJiIhI4Du5h1kwT9ubz/6CMouj8ZIjCIbfYO5r8U8REWktcjPAUwlBYRCZ0qxfZbfbGNOzalqWzRZMywLQ+2zofa75N3/xey0AKiJyCK8L5u3bt2f16tX84Q9/4JZbbuGEE07gySefZNWqVSQmJjZHjGKx7iN+g8ewkerZQfaedKvDERERCWgJEcH0S4kCYPHWABxlPux6c8Gwnctgz2qroxERETl+1dOxxHUHu9dlEq+N7VV1t5kV85hXm/gkOEMhfRGsnWldHCIifuiYMkFoaCi//e1veeGFF3jppZe46aabCA0N9XVs4idi26WwNci8LW37T59ZHI2IiEjgG1N1obwwEKdliUyCfheY+8tftzYWERERX2ihBT+rndLDHGG+YY+Fd5vFdIZxfzT35/4ZSiyYHkZExE95XTCfNm0ab775ZoPjb775pqZkacWyk04BwLb1O4sjERERCXxjqi6UF27ejxGIt0GP+J25XfcfKD5gbSwiIiLHq4UW/KzWLrL2brNFWyz88XzUHZDQC4r2w7ePWReHiIif8bpg/uqrr9KnT58Gx/v3788rr7zik6DE/0QPPBuA7gXL8bjdFkcjIiIS2IZ3jSXYaWdffhlbsgqtDsd7nUZA8iCoLIWV71odjYiIyPFp4YI5wNheVfOYWzkti9MF5z5j7v/8JmQssy4WERE/4nXBPDMzk5SUhotgtGvXjr179/okKPE/PYeeRqERSiz5bF2rxT9FRESOR0iQgxGpcUCATstis9WOMl/2ClSUWhuPiIjI8cjZam5btGBeNY/55mw8HgvvNksdA0OuBgz47C6oLLcuFhERP+F1wbxTp04sWtSwYLpo0SLat2/vk6DE/wS5gtkcfgIAOWv+Z3E0IiIigW9Mz+p5zC0cWXY8Bl0GUR2gYC+sft/qaERERI5NeRHk7zb3W2gOc4DhXeIIcznILiwjLTO/xb63UeMfg7AE2P8LLHrO2lhERPyA1wXzm266ialTp/LWW2+Rnp5Oeno6b775Jvfccw8333xzc8QofqK862kARO1ZYHEkIiIiga96wa9l2w9QXumxOJpj4AyGk+829398FtwVloYjIiJyTA5sM7ehcRAW12Jf63LaGdUtHvCDu83C4mBi1Zp0C56G7M3WxiMiYjGvC+Z//OMfufHGG7ntttvo1q0b3bp148477+Suu+7igQceaI4YxU90HH4eAD3LNlKQpwW+REREjkef5EgSIoIpLnezMuOg1eEcm6HXQngi5GXAmhlWRyMiIuI9C+Yvr1Z9t5ml85hXG3Ax9DgT3OXw2VQIxEXJRUR8xKuCudvtZsGCBdx///3s37+fpUuXsmbNGg4cOMD/+3//r7liFD/RoVtfdtlSCLK52bLsS6vDERERCWh2u41TelSPLPODC+VjERQKJ99l7i/8J7grrY1HRETEWxYWzKsX/vx5x0GKyy3OoTYbnPtPCAqD9B9h1XvWxiMiYiGvCuYOh4MJEyaQl5dHREQEJ554IgMGDCA4OLi54hM/szt+FADlv35rcSQiIiKB75Se5oXyj1bfin08ht8AYfFwcDusn2V1NCIiIt6pWfCz5eYvr5aaEE7H2FDK3R6Wbstp8e9vILYrnPaguT/3z1CYZWk4IiJW8XpKloEDB7Jt27bmiEUCQHDvswDokLPY4khEREQC3yk9zFux1+7OI7e43OJojpErHEbdbu4v/Ad43NbGIyIi4g0LR5jbbLaaUeYLfvWTH89H3gopg6E0F/73J6ujERGxhNcF8yeeeIL77ruPzz//nL1795Kfn1/vIa1bj5ETqTAcdDQy2b1tg9XhiIiIBLTk6BB6JUVgGLB4qx+MLDtWJ94MITGQ/Sts/K/V0YiIiDSdhQVzgLFVd5st8Jfp2RxOOO95sNnNO8d+nWt1RCIiLc7rgvnZZ5/NmjVrOP/88+nYsSOxsbHExsYSExNDbGxsc8QofiQiKpZfg/sBsGv55xZHIyIiEvhO6WFeKAfsPOYAIVFw0q3m/oJ/gMdjbTwiIiJNUXwASqoW3o7rZkkIo3vE47Db2La/iF0Hiy2JoYH2Q+Ck28z9L34PZYWWhiMi0tK8Lph///33NY/vvvuu5lH9XFq//A5jAXCl/2BtICIi4jMvvfQSqamphISEMGzYMBYuXHjE8+fPn8+wYcMICQmhW7duvPLKKw3OmTVrFv369SM4OJh+/frxySef1Hv9kUcewWaz1XskJyfXO8cwDB555BHat29PaGgop556Khs2tK47nMb0NKdlWbg5G8MwLI7mOIy8BVyRkLUBNmlxcBERCQDVo8ujOoIrzJIQokKCOKFTDOBH07KAOZd5dGfIy4AfplkdjYhIi/K6YD5u3LgjPqT1azfkHAB6Fa2korzM4mhEROR4zZw5k6lTp/LQQw+xatUqxowZw8SJE8nIyGj0/O3bt3POOecwZswYVq1axYMPPshdd93FrFm1Cz4uWbKEyZMnc80117BmzRquueYaLrvsMpYtW1bvs/r378/evXtrHuvWrav3+tNPP80zzzzDCy+8wPLly0lOTuass86ioKDA9w1hkZHd4nA57ew6WMIvmQH8d4XGwsjfmfsLnoZALv6LiEjbUDMdS8sv+FlX7TzmfnS3mSscfvMvc3/pS7BrhbXxiIi0IK8L5gALFy7k6quvZvTo0ezevRuAf//73/z4448+DU78U7cBozhAFOG2Ujav0F0FIiKB7plnnuHGG2/kpptuom/fvjz77LN06tSJl19+udHzX3nlFTp37syzzz5L3759uemmm7jhhhv4xz/+UXPOs88+y1lnncUDDzxAnz59eOCBBzjjjDN49tln632W0+kkOTm55tGuXbua1wzD4Nlnn+Whhx7ioosuYsCAAbzzzjsUFxfzwQcfNEtbWCHM5eS03ubf/fnaPRZHc5xOuh2CwmDvGtg8z+poREREjszi+curVRfMF23NptLtR9Oa9TwTBl4Ghgc+vRUqSq2OSESkRXhdMJ81axYTJkwgNDSUlStXUlZmjjAuKCjgb3/7m88DFP9jdzjYFjUCgLy1msdcRCSQlZeXs2LFCsaPH1/v+Pjx41m8eHGj71myZEmD8ydMmMDPP/9MRUXFEc859DM3b95M+/btSU1N5fLLL2fbtm01r23fvp3MzMx6nxMcHMy4ceMOGxtAWVlZwC1Kfu6g9gB8sXZvYE/LEh4Pw28w9zXKXERE/J2fFMwHdogmJiyIgtJKfk4/aGksDUx8CiKSIHsTfP+41dGIiLQIrwvmjz/+OK+88gqvv/46QUFBNcdHjx7NypUrfRqc+C97398A0HXv1xha2EtEJGBlZ2fjdrtJSkqqdzwpKYnMzMxG35OZmdno+ZWVlWRnZx/xnLqfOXLkSN59912+/vprXn/9dTIzMxk9ejQ5OTk1n1H9vqbGBjBt2jSio6NrHp06dTpSE/iFM/okEhJkZ0dOMRv2+H+B/4hG3wXOENi1HLbPtzoaERGRw8vZam4tLpg77DbO6mv2d/zubrOwODjvOXN/8QuQsdTaeEREWoDXBfNNmzYxduzYBsejoqLIzc31RUwSAPqNu5QiI4QU9rNJ07KIiAQ8m81W77lhGA2OHe38Q48f7TMnTpzIxRdfzMCBAznzzDP54osvAHjnnXeOK7YHHniAvLy8msfOnTsPe66/CA92ckYf80L5M3+7UPZWZBIMvc7cn/93a2MRERE5HI+nTsHc2jnMAc4bbN5t9uW6TP+algWg90QYfCVgmFOzlBdZHZGISLPyumCekpLCli1bGhz/8ccf6datm0+CEv8XEhZBWvQYAPJ++tDiaERE5FglJCTgcDgajNjOyspqMLK7WnJycqPnO51O4uPjj3jO4T4TIDw8nIEDB7J58+aazwC8/pzg4GCioqLqPQLBuYNSgFYwLQvAyXeDwwXpP8L2BVZHIyIi0lDBHqgsAbsTYrpYHQ2ju8cTH+7iQFE5i7bmWB1OQ2dPg8j2cGAbfPuo1dGIiDQrrwvmt9xyC3fffTfLli3DZrOxZ88e3n//fe677z5uu+225ohR/FTQkMsA6L7/G9yVlRZHIyIix8LlcjFs2DDmzau/QOO8efMYPXp0o+8ZNWpUg/Pnzp3L8OHDa6ZrO9w5h/tMMOceT0tLIyXFLBynpqaSnJxc73PKy8uZP3/+ET8nUJ3WO5Ewl4NdB0tYsyvP6nCOT3SH2lHmXz9kjuITERHxJ9Xzl8emgsNpbSyA02HnnIFmH+izNX54t1loDFzwf+b+sldg+0JLwxERaU5eF8z/+Mc/MmnSJE477TQKCwsZO3YsN910E7fccgt33HFHc8QofqrvyeeTSwQJ5JK25AurwxERkWN077338sYbb/Dmm2+SlpbGPffcQ0ZGBlOmTAHMKU6uvfbamvOnTJlCeno69957L2lpabz55ptMnz6d++67r+acu+++m7lz5/LUU0/xyy+/8NRTT/HNN98wderUmnPuu+8+5s+fz/bt21m2bBmXXHIJ+fn5XHedWWi12WxMnTqVv/3tb3zyySesX7+e66+/nrCwMK688sqWaZwWFOpycEb1/KX+eKHsrVP/BMHRkLkW1uhuNBER8TN+suBnXecPMadl+Xp9JqUVboujaUSPM2HY9eb+f2+DsgJLwxERaS5eF8wBnnjiCbKzs/npp59YunQp+/fv57HHHvN1bOLnXMEhbIo7HYDilR9ZHI2IiByryZMn8+yzz/Loo48yZMgQFixYwJdffkmXLubtyXv37iUjI6Pm/NTUVL788kt++OEHhgwZwmOPPcbzzz/PxRdfXHPO6NGjmTFjBm+99RaDBg3i7bffZubMmYwcObLmnF27dnHFFVfQu3dvLrroIlwuF0uXLq35XjB/qJ86dSq33XYbw4cPZ/fu3cydO5fIyMgWaJmW95uqaVm+XLcXjyfAp2UJT4CxVT+ifPsolBVaG4+IiEhdfjR/ebVhnWNJiQ6hoKyS+b/utzqcxo1/HKI7Q24GzP2L1dGIiDQLm9HESTKLi4v5wx/+wKeffkpFRQVnnnkmzz//PAkJCc0do1/Kz88nOjqavLy8gJkbtTmsX/QZA+ZdTR7hhD6wDVdwiNUhiYi0CsozvhNIbVla4Wb4499QWFbJrFtHMaxLnNUhHZ/KMnhxBBzcAePuh9MetDoiERGfC6Q8489avB3fvxQ2z4Xf/AuG39D839dET3yxkdcXbufcQSm8eOVQq8Np3PYF8M555v7Vs6HHGdbGIyLSBN7kmSaPMH/44Yd5++23Offcc7n88suZN28et95663EHK4Gt78iJ7CeWaIrY+OOnVocjIiIS0EKCHJzVr2palrV7LY7GB5zBcFbVwmCLnoe83dbGIyIiUs0Pp2QBOH9wBwC+TdtHUZmfrhWWOhZG/M7cn3MnlORaGo6IiK81uWA+e/Zspk+fzmuvvcbzzz/PF198waefforb7YfzakmLcTidbE08C4DKNR9bHI2IiEjga1XTsgD0PR86j4bKEvj2r1ZHIyIiApXlcDDd3PezgvmADlF0jQ+jtMLDN2n7rA7n8M58xFwwNX83/O8Bq6MREfGpJhfMd+7cyZgxY2qejxgxAqfTyZ49rWBRKjkusSOuAKBf3kJKirToh4iIyPE4pWcCkSFO9uWXsXzHAavDOX42G0x4wtxfOxN2r7A2HhERkdx0MNwQFAaRKVZHU4/NZuP8webin5/58yLgrnCY9DJggzUfwLr/WB2RiIjPNLlg7na7cblc9Y45nU4qK/30FiFpMb2GnsoeWxJhtjI2ztfinyIiIscj2OlgQv9kAL5Y1wqmZQHoMBQGmz+w878HoWlL6IiIiDSPmulYups/7PqZ86oK5vN/3U9ucbnF0RxBl1G1C3x/NhUObLc0HBERX2lywdwwDK6//nouuuiimkdpaSlTpkypd0zaHpvdTnrK2QDYN8y2OBoREZHAd27NtCyZuFvDtCwAZ/w/cIbCzqWw8VOroxERkbbMT+cvr9YzKZI+yZFUuA2+3pBpdThHNu5P0OkkKC+AWTea092IiAS4JhfMr7vuOhITE4mOjq55XH311bRv377eMWmbkkZfBUC/wmXk5+ZYHI2IiEhgO6VHAjFhQWQXlrFsWyvJq1Ht4eS7zf15D0NFqbXxiIhI25Wz1dz6acEcakeZz/HnaVkAHE64+A0IiTanXfvuMasjEhE5bs6mnvjWW281ZxwS4FL7ncgOeye6enay9ocPOXHSHVaHJCIiErCCHHbO7p/MjOU7+XzdXkb3SLA6JN84+S5Y+Y45d+yyV+CUqVZHJCIibZGfjzAHOH9we/7+9SaWbM0hq6CUxMgQq0M6vJhOcMGLMPNqWPw8dBsHPc60OioRkWPW5BHmIkdis9vZ2+lcAIJ/+cTiaERERAJf9bQs/1ufSaXbY3E0PuIKN6dmAVjwDyjcb208IiLSNgXACPNOcWEM6RSDx4Av1wbAmiZ9z4PhN5r7n0yBgn3WxiMichxUMBef6TjmagD6lazkQNZui6MREREJbKO6xRMX7uJAUTlLWsu0LACDLoeUIeZcp98/YXU0IiLS1pQVQkHVNCdx3ayN5SjOr5qW5bNAKJgDTHgCEvtD0X745BbwtJIf/EWkzVHBXHymU4+BbHb0wGnzsPmH960OR0REJKA5HXbOHpAMwOdrAuRCuSnsdpjwN3N/xduQsczScEREpI05sM3chsVDWJy1sRzFuYNSsNlgRfpBdh0stjqcowsKhUvfMhf53va9OT2LiEgAUsFcfCon9TwAIrfMsTgSERGRwPeb6mlZNmRSXtmKRml1PRkGXwkYMOcOLQAqIiItJwDmL6+WFBXCyFSzqP95oIwyb9cbJj5l7n/3GOz62dp4RESOgQrm4lNdx5nTsvQpW8++XVstjkZERCSwjUyNJyEimLySChZtzbY6HN+a8AREJEH2rzD/KaujERGRtiIA5i+v6/zBHQCYs3qPxZF4Yei10P8i8FTCf34LpXlWRyQi4hUVzMWnkjv1YGPQAOw2g+3z37M6HBERkYDmsNs4Z6A5Lcunq1rZ+iBhcXDuP839Rc/BntWWhiMiIm1EzQjz7tbG0UQTByTjtNvYuDefLVmFVofTNDYbnPcsxHSB3Az45FbNZy4iAUUFc/G5gh7nAxC//TOLIxEREQl8lwzrCMBX6zLZX1BmcTQ+1vc86DcJDLc5NYu7wuqIRESktQugKVkAYsNdjOmZAMBnawJolHlItDmfuSMYNn0BC/5udUQiIk2mgrn4XI9Tr6LSsNOzcjPpaSusDkdERCSgDeoYw5BOMZS7PcxcnmF1OL53zt8hNBYy18GiZ62ORkREWrvqRT/julkbhxfOG9wegE9W7cbtMSyOxgsdhsFvnjH3f/gbbPrK2nhERJrI8oL5Sy+9RGpqKiEhIQwbNoyFCxce8fz58+czbNgwQkJC6NatG6+88kqDc2bNmkW/fv0IDg6mX79+fPLJJ/VenzZtGieeeCKRkZEkJiYyadIkNm3a5NO/qy2LT+rIuojRAGR+o1WxRUREjtd1o7sA8N7SDCrcreyW5ohEmPi0uT//acj6xdp4REQCnK6xj8BdASUHzP3IFGtj8cLZA5KJCnGScaCYHzZlWR2Od064Gkb8ztyf/TvI3mxtPCIiTWBpwXzmzJlMnTqVhx56iFWrVjFmzBgmTpxIRkbjo6e2b9/OOeecw5gxY1i1ahUPPvggd911F7Nmzao5Z8mSJUyePJlrrrmGNWvWcM0113DZZZexbNmymnPmz5/P7bffztKlS5k3bx6VlZWMHz+eoqKiZv+b2wrXybcDMDD7K/IO7Lc4GhERkcB2zsAUEiJcZOaXMm/jPqvD8b2Bl0LPCeAuh//eDh631RGJiAQkXWMfRXGOubXZzbubAkSYy8nlIzoD8NaiHdYGcywm/A26nAxl+TDjSijNtzoiEZEjshmGYdn9PCNHjmTo0KG8/PLLNcf69u3LpEmTmDZtWoPz77//fubMmUNaWlrNsSlTprBmzRqWLFkCwOTJk8nPz+err2pv9Tn77LOJjY3lww8/bDSO/fv3k5iYyPz58xk7dmyTYs/Pzyc6Opq8vDyioqKa9J62xPB42P74CXTz7GBpj6mcdPVfrQ5JRCSgKM/4Tmtpy3/O3cT/fbeFkalxzLxllNXh+F7ebnjpJPNiesLfYNTtVkckItIk/pRndI19FJnr4JVTIDwR/hBYI513Hihm3N+/x2PA3HvG0isp0uqQvFO4H14bB/m7ofc5MPl9sFs+6YGItCHe5BnL/utUXl7OihUrGD9+fL3j48ePZ/HixY2+Z8mSJQ3OnzBhAj///DMVFRVHPOdwnwmQl5cHQFxc3GHPKSsrIz8/v95DDs9mt5Mz4AYAumx5n8qKcosjEhERCWxXjuyMw25j2fYD/JLZCvsh0R3grEfN/W8fg5yt1sYjIhJgdI3dBEVVdz+Ht2v+7/KxTnFhnNUvCYC3F++wNphjEdEOJr9XtQjolzD/KasjEhE5LMsK5tnZ2bjdbpKSkuodT0pKIjMzs9H3ZGZmNnp+ZWUl2dnZRzzncJ9pGAb33nsvp5xyCgMGDDhsvNOmTSM6Orrm0alTp6P+jW3dwLNv5CCRpLCftd/NtDocERGRgJYSHcqE/mYf553F6RZH00yGXQ+pY6GyBD67GzytbL52EZFmpGvsJigy/ybCE5r/u5rBb09OBWD2yl3kFgfgoLQOQ+G8Z839+U/CL19YGo6IyOFYfv+LzWar99wwjAbHjnb+oce9+cw77riDtWvXHvZWsmoPPPAAeXl5NY+dO3ce8XyBkLAIfulwMQDBK161OBoREZHAd+2orgB8umo3ecUV1gbTHGw2OO95CAqDHQth+RtWRyQiEnB0jX0EATzCHGBkahx9U6IorfAwc3mA1iSGXAkjbjH3Z98C+3+1Nh4RkUZYVjBPSEjA4XA0+FU6Kyurwa/X1ZKTkxs93+l0Eh8ff8RzGvvMO++8kzlz5vD999/TsWPHI8YbHBxMVFRUvYccXbeJd1Fp2Olfvo6taw9/y56IiIgc3cjUOPokR1JS4ebjFQF6oXw0calwxsPm/tyHYM9qS8MREQkUusZuggAvmNtsNn47uisA7y5Jp9IdoHdiTXgCupwC5QUw4wooPmB1RCIi9VhWMHe5XAwbNox58+bVOz5v3jxGjx7d6HtGjRrV4Py5c+cyfPhwgoKCjnhO3c80DIM77riD2bNn891335GamuqLP0kakdSxO2uixgGQ893/WRyNiIhIYLPZbDWjzP+9NB2Px7K125vXyFvMBcHc5fDxdVCaZ3VEIiJ+T9fYTVBTMA/MKVkAzh/SnrhwF7tzS5i3cZ/V4RwbRxBc+jZEd4KcLTDjSqgotToqEZEalk7Jcu+99/LGG2/w5ptvkpaWxj333ENGRgZTpkwBzFu0rr322przp0yZQnp6Ovfeey9paWm8+eabTJ8+nfvuu6/mnLvvvpu5c+fy1FNP8csvv/DUU0/xzTffMHXq1Jpzbr/9dt577z0++OADIiMjyczMJDMzk5KSkhb729uS8LF3ADD44DwOZO22OBoREZHANumE9kSFOEnPKWb+r/utDqd52Gww6SWI6QwHd8B/bwejlf44ICLiQ7rGPorCwB5hDhAS5ODKEZ0BeCsQF/+sFtEOrvwIgqMhYwnMvllrl4iI37C0YD558mSeffZZHn30UYYMGcKCBQv48ssv6dKlCwB79+4lIyOj5vzU1FS+/PJLfvjhB4YMGcJjjz3G888/z8UXX1xzzujRo5kxYwZvvfUWgwYN4u2332bmzJmMHDmy5pyXX36ZvLw8Tj31VFJSUmoeM2dqYcrm0HvY6Wx29iTYVsGvX75odTgiIiIBLczl5LLh5sJo7yzZYW0wzSk01hx9Zg+CtM9gmdZDERE5Gl1jH0WAT8lS7eqTuuC02/hp+wE27Angu7CS+sHl74PDBWlz4OsH9QO5iPgFm2Hov0bHIj8/n+joaPLy8jSfeRP8POdlhq/8E1nEEfvgLwS5gq0OSUTErynP+E5rbMsd2UWc9s8fMAz44b5T6ZoQbnVIzWfpK/C/+83C+Q1fQ8dhVkckIlJPa8wzVmiRdvzXQMjLgBu/gU4nNs93tJA7P1zFZ2v2cOmwjvz90sFWh3N81v0HZt1o7o9/HEbfaW08ItIqeZNnLB1hLm3HwPHXkU0MiRxgzbx3rQ5HREQkoHVNCOfUXubouH8vTbc4mmY28hboez54KuDj67UwmIiIHBvDaBVzmFe7vmrxz/+u2UNOYZm1wRyvgZeYhXKAuX82C+giIhZSwVxaRHBIGJs7XwZAxKrpFkcjIiIS+K6tulD+6OedFJVVWhtMc7LZ4IIXIDbVHBWo+cxFRORYlBdBZdWc6hGJ1sbiA0M7xzC4YzTllR4+WJZx9Df4u1F3wMhbzf1Pb4XtC62NR0TaNBXMpcX0POcuyg0HfSrT+HXlfKvDERERCWjjeraja3wYBaWVfLq6lS+qHRJtzmfuCIZNX8KSF6yOSEREAk316PKgMHAF/lRmNpuN356cCph3m1W4A3zBTJsNJjxh3lXmLocZV8G+jVZHJSJtlArm0mISkjuxJuYMAPJ/+D+LoxEREQlsdruNa0Z1BeDdxem0+mVp2g+Bs6eZ+988AhnLrIxGREQCTVG2uW0F07FUO2dgCu0ig8kqKOPLdXutDuf42R1w0evQeRSU5cH7l0BeKx8UICJ+SQVzaVExp90FwKC878je08rnXBUREWlmlwzrSGiQg037CliwOdvqcJrf8BtgwMXgqYT//BYK9lkdkYiIBIqa+cvbWRuHD7mcdq4e2QWAtxfvsDYYXwkKgcs/gIRekL8b/j0JCrOsjkpE2hgVzKVF9Rwyhl+C+uGyudny5XNWhyMiIhLQokODuGJEZwD+8fWm1j/K3GaD856D+J7mRfQHl5lz0oqIiBxNKyyYA1w5sjMuh51VGbmsyjhodTi+ERYHV8+CqA6Q/Su8c37tHQIiIi1ABXNpcUUn/A6Afrs+JDc70+JoREREAtvtp3Un3OVg3e48vlrfBvJqcCRc9RGExcPe1fCfG8Ddihc9FRER36gpmLeeKVkA2kUGc97g9gD865vNFkfjQzGd4brPIDIF9qdVFc1zrI5KRNoIFcylxZ0w4Vq2OlKJophfPn7E6nBEREQCWnxEMDeN6QbAP+ZuojLQF/1qirhucMVMcIbAr/+D/90PrX10vYiIHJ+aOcxb1whzgLvP6EmQw8aCX/ezaEsrGokd3x2u+xwikiBrA/z7Aig+YHVUItIGqGAuLc7ucFA05i8ADM38mL3pmyyOSEREJLDdNCaV2LAgtu0vYtbKXVaH0zI6nWguDIYNlr8Bi7WguIiIHEFR1TzYrbBg3jk+jKuq5jJ/8qtf8Hha0Y/ICT3Monl4ImSuM+c0L2klU8+IiN9SwVwsMXDshawPHoLLVsmu2X+xOhwREZGAFhkSxO2n9QDg2W82U1rhtjiiFtLvfJjwhLk/7y+wfra18YiIiP9qpXOYV7vj9B41U7R9sW6v1eH4VrtecN0cCEuAvWvg3xdBaZ7VUYlIK6aCuVjCZrfjmvAoAMNy57Jt/TKLIxIREQlsV5/UhZToEPbmlfLe0nSrw2k5J90GI24x9z+ZAhlLrY1HRET8U82ULK1rDvNqCRHB3DKuO2BO0VZe2cqmaEvsaxbNQ+Ngz0p472Iozbc6KhFppVQwF8v0GjqOFRGnYrcZFHz+kNXhiIiIBLSQIAdTz+wJwIvfb6GgtMLiiFqIzQZnT4Pe54K7DD68HLK3WB2ViIj4m1Y+whzgxlNSSYgIJj2nmBnLM6wOx/eS+lcVzWNh13J4/1IVzUWkWahgLpZKmvQEFYaDwaXLWb/oM6vDERERCWgXD+1It3bhHCyu4I2F260Op+XYHXDxG9B+qDmv6fsXQ+F+q6MSERF/4XFDcY65H55obSzNKDzYyd1VP54/981mCssqLY6oGSQPhGs+hZBo2LkU3vkNFGZZHZWItDIqmIulOvYYwMp2FwDg+v5RDE8ru21MRESkBTkddn5/Vm8A3li4jZzCMosjakGuMLhyJsR0gYM7zKK5FgUTEREw84FRda0ZFm9tLM3s8hM7kZoQTk5ROa8v2GZ1OM2j/RC4ts6c5m9OMHO/iIiPqGAulut+yaMUG8H0qvyVVV+/Y3U4IiIiAW3igGQGdoimqNzNi99vtTqclhWRCFfPMoshe9fAuxdA8QGroxIREatVT8cSGgcOp7WxNLMgh50/TDB/PH994Tb2F7TSH8/bD4Eb50JMZziwDaaPh8x1VkclIq2ECuZiuYTkTqzpfC0A7X56moryVprQRUREWoDdbqu5UH5vaTq7c0ssjqiFJfSE6z6vHXWmormIiLSB+cvrmjggmcGdYigud/P8t5utDqf5xHeHG+dB0gAo3AdvnQM7frQ6KhFpBVQwF78w8NKHyCGaTsYeVn76nNXhiIiIBLQxPRM4qVsc5W4Pz8771epwWl5SP7juM7NonrlWRXMRkbaujRXMbTYbfzq7DwAf/pTB9uwiiyNqRpHJcP0X0OVkKMuHf18EaVofTUSOjwrm4hciomLZ0vc2ALpvfJGiglxrAxIREQlgNpuNP1ZdKM9auYstWQUWR2SBpH5w/edmcSRzLbx7vormIiJtVVG2uQ1PsDaOFjSqezyn9W5HpcfgH3M3WR1O8wqNgatnQ5/fgLsMProWVmi6VxE5diqYi984YdJUdtmSSSCXtR//zepwRETalJdeeonU1FRCQkIYNmwYCxcuPOL58+fPZ9iwYYSEhNCtWzdeeeWVBufMmjWLfv36ERwcTL9+/fjkk0/qvT5t2jROPPFEIiMjSUxMZNKkSWzaVP+C7vrrr8dms9V7nHTSScf/B7cBQzvHcla/JDwGPPW/Vn6hfDiJfc3pWcLbmfOaqmguItI2tbER5tX+eHYfbDb4Yu1e1uzMtTqc5hUUApe+A0OvNRd4/ewumP80GIbVkYlIAFLBXPyGKziEfSf+EYBB6e+QnbnT4ohERNqGmTNnMnXqVB566CFWrVrFmDFjmDhxIhkZGY2ev337ds455xzGjBnDqlWrePDBB7nrrruYNWtWzTlLlixh8uTJXHPNNaxZs4ZrrrmGyy67jGXLltWcM3/+fG6//XaWLl3KvHnzqKysZPz48RQV1b9t+Oyzz2bv3r01jy+//LJ5GqIV+sOE3jjsNuZt3MdX6/ZaHY41EvtUFc0TzaL5O+dDUY7VUYmISEsqzDK3baxg3jcligtP6ADAtK/SMFp78djhhPOehzH3mc+/fwL+cwOUt+IpaUSkWdiMVv9fzOaRn59PdHQ0eXl5REVFWR1Oq+Fxu9k6bSQ9KzezMmIcQ++bY3VIIiKWaMk8M3LkSIYOHcrLL79cc6xv375MmjSJadOmNTj//vvvZ86cOaSlpdUcmzJlCmvWrGHJkiUATJ48mfz8fL766quac84++2xiY2P58MMPG41j//79JCYmMn/+fMaOHQuYI8xzc3P59NNPj/nva+s5+x9fb+KF77eQEOFi7j3jiAt3WR2SNfZvgrd/A0VZ5uJg13wKEW2rcCIizaOt5xlfadZ2/PBK2PQFnPsMnHijbz/bz+06WMzp/5xPeaWHv18yiEuHd7I6pJbx85vw5R/AUwnJA+HyDyGmjfztItIob/KMRpiLX7E7HNjOe5YKw8HQwvms+OINq0MSEWnVysvLWbFiBePHj693fPz48SxevLjR9yxZsqTB+RMmTODnn3+moqLiiOcc7jMB8vLyAIiLi6t3/IcffiAxMZFevXpx8803k5WVdcS/qaysjPz8/HqPtuzOM3rQKymC7MJy/vrZBqvDsU673lVzmifCvvXwxhmwvw0uiCoi0ha10SlZADrGhnHPmb0AePSzjezJLbE4ohYy/IY6C4Cvg9dOhR2LrI5KRAKECubid3oMPoWfO98AQPflD5Od2fiUACIicvyys7Nxu90kJSXVO56UlERmZmaj78nMzGz0/MrKSrKzs494zuE+0zAM7r33Xk455RQGDBhQc3zixIm8//77fPfdd/zzn/9k+fLlnH766ZSVlR32b5o2bRrR0dE1j06d2vZoomCng79fMhi7Df67eg/zNu6zOiTrtOsNv/0KYlMhNx2mnwk7frQ6KhERaW7VBfOIRGvjsMjvxnbjhM4xFJRVcv+sta1/apZqXUbD736A5EFQnG2uZbJ8utVRiUgAUMFc/NKwqx9nq6MbMRSy891bMDweq0MSEWnVbDZbveeGYTQ4drTzDz3uzWfecccdrF27tsF0LZMnT+bcc89lwIABnHfeeXz11Vf8+uuvfPHFF4eN7YEHHiAvL6/msXOn1sQY3CmGm8d2A+ChT9aRV1xhcUQWSugBN30DHUdAaR68OwnWzLQ6KhERaU5F5g/6bXGEOYDDbuMflw4m2Gln4eZsPvipDQ1Ki+kEN3wNAy42p2f54l74bCpUllsdmYj4MRXMxS+5gkOwX/QK5YaDE4oX8/Ocl4/+JhER8VpCQgIOh6PByO+srKwGI8SrJScnN3q+0+kkPj7+iOc09pl33nknc+bM4fvvv6djx45HjDclJYUuXbqwefPmw54THBxMVFRUvYfAPWf2olu7cLIKynj0841Wh2Ot8AS4bg70uwA8FfDJ72D+09BWRtyJiLQlFSVQXmDuhydYG4uFureL4A8TegPwxBdp7DxQbHFELcgVBhdPhzMfAWyw4i1ztHnhkaf5E5G2SwVz8Vup/UeyMnUKAL1XP07W7u0WRyQi0vq4XC6GDRvGvHnz6h2fN28eo0ePbvQ9o0aNanD+3LlzGT58OEFBQUc8p+5nGobBHXfcwezZs/nuu+9ITU09arw5OTns3LmTlJSUJv19UiskyMHfLxmEzQazVu7i+01t/CIxKBQueRtOvtt8/v0T8N/bNeJMRKS1qR5d7nBBcNv+Ef2Gk1MZ0TWO4nI3f/jPGjyeNvRDsc0Gp9wDV840/x1kLIGXR8OWb6yOTET8kArm4teGX/UIvzp7EUUxmf++WVOziIg0g3vvvZc33niDN998k7S0NO655x4yMjKYMsX80fKBBx7g2muvrTl/ypQppKenc++995KWlsabb77J9OnTue+++2rOufvuu5k7dy5PPfUUv/zyC0899RTffPMNU6dOrTnn9ttv57333uODDz4gMjKSzMxMMjMzKSkxF6MqLCzkvvvuY8mSJezYsYMffviB8847j4SEBC688MKWaZxWZliXOG442fxh4oFZ68gvbcNTswDY7XDWo3DuM2Czw+r34f2LoSTX6shERMRX6i74eYTp5toCu93G3y8dRGiQg6XbDvDukh1Wh9Tyek2Am76FxP7mv433LoavH9IP5iJSjwrm4tecQS6CL3mVMiOIQaXLWf7Jc1aHJCLS6kyePJlnn32WRx99lCFDhrBgwQK+/PJLunTpAsDevXvJyKid6zI1NZUvv/ySH374gSFDhvDYY4/x/PPPc/HFF9ecM3r0aGbMmMFbb73FoEGDePvtt5k5cyYjR46sOefll18mLy+PU089lZSUlJrHzJnmfNIOh4N169ZxwQUX0KtXL6677jp69erFkiVLiIyMbKHWaX3uG9+brvFhZOaX8sTnaVaH4x9OvBGu/AhcEbB9AbxxJmSpbUREWoWa+cvb7nQsdXWJD+fBc/oA8OT/fmF7dpHFEVmgXS+4+Vs48Wbz+ZIXzIXAs7dYG5eI+A2b0WaWR/at/Px8oqOjycvL09yoLWDpe49w0pZ/UWiEUnDDfFK69LY6JBGRZqU84ztqy4Z+2n6Aya8twTDg3RtGMLZX21wErYG9a+GDyVCwB5yhcO4/4YSrrI5KRPyc8oxvNFs7rnof/nsb9DgTrp7lu88NYB6PwTVvLmPRlhyGdYnlo1tG4bC30dH3v3xhTslWchCCwuGcv8OQK9v83QgirZE3eUYjzCUgnHj5n0kL6keErYScD36Hx+22OiQREZGANSI1jutGdQXggdnrKCyrtDYgf5EyCG5ZAN1Ph8oSs8Dy6W1Q3oYWRhMRaW3qTskigDk1y1MXDyIi2MmK9IO8+WMbXi+sz7lw62LoOgYqiszcP+smKM2zOjIRsZAK5hIQHE4nkZNfp8RwMaBsNcv/83erQxIREQlofzy7N53iQtmdW8L9/1mLbjqsEtEOrpoFp/25dl7z10+H/ZusjkxERI5FTcFcU7LU1TE2jD+f2xeAv8/dxJasAosjslBUe7j2v3D6X8DmgPX/gVdOgW0/WB2ZiFhEBXMJGB17DGBNn3sAGLzxH2z6+TuLIxIREQlcYS4n/7psCEEOG1+s28vz32rezhp2O4z7g3nxHJEE+9PgtdNgzUyrIxMREW9phPlhTT6xE6f2bkd5pYdb31vZthcDtztg7H1ww9cQ0wVyM+DdC+DTqulaRKRNUcFcAsqIy+5nddgoQmwVxH/+WzIzNlsdkoiISMAa3jWOxycNAOBf3/zKV+v2WhyRn0kdC7csNLcVRfDJ72DOXVBRYnVkIiLSVCqYH5bNZk7NkhQVzOasQu78YBWVbo/VYVmr04lw6yIY8TvABqvfgxdGwMb/Wh2ZiLQgFcwloNgdDnpM+ZBt9q4kkEvx25dQmK9fe0VERI7V5BM7c8PJqQDc+9Ea1u/WnJ31RCbBNZ/CuD8BNlj5jnmbdsZSqyMTEZGmqCmYJ1obh59KigrhjWtPJDTIwfxf9/P4F2lWh2S94Ehz8c8b/gcJvaAoCz66FmZcBQWZVkcnIi1ABXMJOBFRsYRd/x+yiaGbZwdbXr4cd6UWKxMRETlWD57Th7G92lFS4eZ37/7M/oIyq0PyL3YHnPYAXPMJRKZAzhZ482z46n4oL7I6OhEROZKibHOrOcwPa2DHaP41eQgAby/ewbtLdlgaj9/ofJJ5p9nYP4DdCb98bo42X/EOaO0XkVZNBXMJSMmde5Lzm7coNYIYUrKU5a/fYXVIIiIiAcvpsPN/V5xAt4Rw9uSVcsu/f6as0m11WP6n+2lw21I44WrAgGWvwEujYPsCqyMTEZHGGIamZGmiswckc//ZfQD462cbmf/rfosj8hNBIXD6n+F386H9CVCWB5/dBW+dA3vXWB2diDQTFcwlYPUefjobRj4FwEn7PmTZx/+0OCIREZHAFR0axBvXDScqxMnKjFwenL0eQ6OnGgqNgQtehKtnQ3QnyE2Hd86Dz++B0nyroxMRkbpKc8FTdTeyRpgf1ZRx3bhkWEfcHoM73l/Jr/sKrA7JfyQPgBu/gfGPgzMUMhbDq+Pgv3dAYZbV0YmIj6lgLgFt2Dk3sqTLFACGrn+C9Qu1EIeIiMix6tYughevGorDbmPWyl28sXC71SH5rx5nwK2LYfiN5vOf3zRHm2/+xtq4RESkVvV0LMHR4Ay2NpYAYLPZ+NuFAxmRGkdBWSU3vL2cnEJN01bD4YTRd8Idy2HAJYABq/4Nzw+FH5+FSrWVSGuhgrkEvJOum8bPUWcSZHPT+dtbyfh1tdUhiYiIBKwxPdvx53P7AvC3r9L4/heNmjqskCj4zTNw3WcQ2xXyd8H7F5uLgh3YZnV0IiJSMx2LRpc3lctp55Wrh9ElPoxdB0v43b9XUFqhadrqiekEl0yHG+aa07SUF8A3D8OLIyHtc81vLtIKqGAuAc9mtzPg1nf5xdmXKIqwf3g5udlauVpERORYXT+6K1eM6IRhwB0frGT5jgNWh+TfUseao81Puh1sDnNRsBdHwryHoUy3s4uIWEbzlx+TuHAX0687kcgQJyvSD/LA7HWapq0xnUfCTd/BpJchIhkOboeZV8G7F8DuFVZHJyLHQQVzaRVCQsNpd/N/2Es7Ohp7yXl5Ijn7dlkdloiISECy2Wz89fwBnNwjnqJyN9e9+ROLt2ZbHZZ/c4XD2X8zC+fdTwd3OSx61rxNe+W/weOxOkIRkbZHI8yPWY/ECF6+ahgOu41PVu3moU/X4/GoaN6A3Q5DroQ7V8CY34MjGLbPh9dPhw+vgL1rrY5QRI6BCubSasQndaR88kyyiaG7exuFr05g366tVoclIiISkFxOO29ceyJjeiZQXO7mt28tZ/6v+60Oy/8l9jEXBL1iJsR1h6IsmHMHvH4aZCy1OjoRkbaleg5zjTA/Jqf0TOCpiwdhs8EHyzK496PVVLj1A3CjgiPgjP8Hd/wEg68Amx02fQmvjoGZ10BWmtURiogXVDCXVqVL32GUXDWHTBLo4tmFe/rZ7N6mxCQiInIsQl0OXr92OGf2TaSs0sPN7/zMNxv3WR2W/7PZoPfZcNtSGP84BEfB3tXw5gTzonnfBqsjFBFpGwqr1uFQwfyYXTKsI89ffgJOu41PV+/htvdXUlapOc0PK7YrXPgK3LasamFQG6TNMRcG/8+NkL3Z6ghFpAlUMJdWp1PPwRi//ZJdthTaG1m43p1IeprmDxMRETkWIUEOXrpqGBMHJFPu9jDlvRV8tW6v1WEFBqcLRt8Jd66EYddTc9H88mj46DqNNhMRaW7VU7JEJFobR4A7b3B7Xrl6GC6nnXkb93HTOz9TXF5pdVj+rV0vc2HQWxdD3/MBA9b/B14cAbN/B5nrrY5QRI5ABXNplVK69Cbk5q/Zbu9COw4SNXMSW9b8aHVYIiIiAcnltPN/V5zABUPaU+kxuOPDVfx39W6rwwocEe3gvOfgtiXQb5J5bOOn5mizj38L+zdZGZ2ISOtVMyWL5jA/Xmf2S+Kt608kzOVg4eZsrp3+E/mlFVaH5f+S+sHkf8MtC6H3OWB4YO1MeOVk+PdFsPV70IKqIn5HBXNptRLadyH2trlsdvYklnySZl/CL8vmWh2WiIhIQHI67Dxz2RAuHdYRt8dg6szVfLR8p9VhBZbEvnDZO/VHm22YDS+ONG/T3v+r1RGKiLQuNYt+akoWXzi5RwL/vnEkkSFOfk4/yJWvL+VAUbnVYQWGlEFwxYfwux+g/4XmHOdbv4V/TzLnOV/7Ebj1A4SIv1DBXFq1mIRkku+cy8agAUTaSuj85dWsW/CJ1WGJiIgEJIfdxlMXD+KqkZ0xDPjjrLW8vmAbhkZGeSepvznabMqP0Oc31LtNe8ZVkL5Yo81ERHxBBXOfG9Yllhm/O4n4cBfrd+cz+dUl7MsvtTqswNH+BLj0bbhrFYy4BYLCIHMdzL4ZnhsMi/8PSnKtjlKkzVPBXFq9yOg4Uqf+j7UhwwmzldH72xtZNvNJDI9W9xYREfGW3W7j8UkDuOHkVACe+DKNOz5cRWGZ5jL1WvJAuPz9qtu0zwUM+OVzeGsivHaqOdqsUiP3RESOSWU5lOaa+yqY+1T/9tHMvGUUyVEhbM4q5MIXF7Ei/aDVYQWW2K5wztNwzwY4/S8Qngj5u2Hun+GffeC/t8OuFfoBXcQiKphLmxAaHknvqZ+xIuJUXDY3I9OmsfKZCynIO2B1aCIiIgHHZrPxl9/05ZHz+uG02/hi7V4mvbiILVkFVocWmFIGwRUfwG3LzMVBnSGwd3XVaLNBsPCfUKw+i4iIV4pzzK3NASExlobSGvVIjODjKaPolhDOnrxSJr+6hOk/btddZ94Ki4Ox98HUdXD+/0G7vlBZAqvegzdOh1fHws9vQpn6WCItyWbov2bHJD8/n+joaPLy8oiKirI6HGkiw+Nh2YwnGLbpXwTZ3Oy0tafi4rfpNmCk1aGJiNSjPOM7asvmtSL9ILe/v5LM/FLCXA6evmQQvxnU3uqwAltRjnlxvPx1KNxnHnOGwuDJMPQ683Zum83aGEWkhvKMb/i8HfeuNeeGjkiC+7RGRHMpKK3gT7PX8cXavQBM6J/E05cMJjo0yOLIApRhwM5lZj9gw6fgLjOPuyJg4KUw/LeQPEj9AJFj4E2eUcH8GKlTFNh+Wf4NsV/8jiRyKDWCWDf4LwyfdCc2u266EBH/oDzjO2rL5pddWMadH6xiyTZzNN9vT+7Kg+f0JcihvHpcKstg/WxY8iLsW1d7PGkgDL3GvHAOi7MuPhEBlGd8xeftuOVbeO8iSBoAty46/s+TwzIMg/eWpvPY52mUuz10jgvjpauGMqBDtNWhBbbiA7DmQ7N4nrOl9nhiPxh0mdkPiO5oXXwiAUYF8xagTlHgO7h/LxnTr2Fw6XIAlkefTf+bXyMsQkldRKynPOM7asuWUen28My8X3nph60ADO8SywtXDiU5OsTiyFoBw4AdP8LKd2DjnNrRZo5g6HseDL0Wuo4B/fAvYgnlGd/weTuumQmf/A66nQrX/vf4P0+Oau2uXG57fyW7Dpbgctj5f+f146qRnbFpNPTxqe4H/PymudaJu3p9Ext0PQUGTYZ+50OIahkiR6KCeQtQp6h18LjdLHvvL4zY9hIOm8EOe2dsl75Nl77DrA5NRNo45RnfUVu2rLkbMvn9x2soKK0kIcLFI+f359yBKbpY9pXiA7DuY1j5LuxbX3s8tqt5wdz/IkjsY1l4Im2R8oxv+LwdF78Acx8yR+Fe/Mbxf540SV5xBff9Zw3zNppTip0/uD2PXziAqBBN0eITJbmw8b/mwuDpP9YedwRD74kw4GLocQa4wi0LUcRfqWDeAtQpal02LPqCpHm3kUAu5YaDFR2uYvCVj2u0uYhYRnnGd9SWLW9HdhG3vr+StL35AIzr1Y7HLhhA5/gwiyNrRQwD9qyCVf+Gdf+Bsvza1xL7w4CLzEdcN+tiFGkjlGd8w+ftOO//waLn4KTb4Oxpx/950mSGYfDGwu08+b9fcHsM2kUG89A5fblgSHv9gO5LuRnmj+hrZkL2ptrjzlDoeSb0PR96jofQGMtCFPEnKpi3AHWKWp/szAx2v3MTg0uWAZBJO/aOfoQhZ16puc1FpMUpz/iO2tIapRVuXv5hKy//sJVyt4dgp527zujJzWO64XIqr/pUebF5i/b6WeacvZ6K2tfan2COOu9/IcR0si5GkVZMecY3fN6On94Gq9+HMx6GMfce/+eJ11akH+APH69lW3YRACd1i+OxCwbQMynS4shaGcOAzLXmqPO0OWYhvZo9CLqNM6dw630uRLSzLk4Ri6lg3gLUKWqdDI+H1d98QMriR0hmPwBrQkeQcOnzdOjW1+LoRKQtUZ7xHbWltbbuL+Qvn65n8VZzQdCeiRE8ceFARqRqscpmUXIQ0qqK59sXgOGufS15IPSaaN6ynTJEc56L+IjyjG/4vB3fvxQ2z4XzXzAXShZLlFW6eWPhdv7vu82UVnhw2m3cOCaVu07vSXiw0+rwWp/q4nnaZ+Zj/y91XrRBh2HQ8yzocZb5o7r6AtKGqGDeAtQpat2KC/NY88FfGLb7PVw2N2VGECu73MAJVzxMSKjmAhOR5qc84ztqS+sZhsGnq3fz+Odp5BSZC1VdOqwjD5zTl7hwl8XRtWKF+yHtv7B+NqQvBup0+yOSodcEs3ieOg5cmi5H5Fgpz/iGz9vxtVPNqauumAm9zz7+z5PjsvNAMX/9bCPfpJlzm7ePDuH/ndePCf2TNU1Lc9r/K/xSVTzfs6r+a2Hx0P0Ms4De/QwIj7cmRpEWooJ5C1CnqG1I37Sagtl3M6BsNQC7bMlknnAPQybegDNIF/gi0nyUZ3xHbek/8oorePJ/v/DhT+atwpHBTq4/uSs3npJKTJjyarMqyjZHWm76ErZ+D+WFta85Q6HrKdD9NOh2KiT2AxUvRJpMecY3fN6O/xoAeTvhpu+g47Dj/zzxiW827uORzzaw62AJAGN6JnDPWb0Y2jnW4sjagPw9sOUb2DwPtv1Qf/0TbOaI89Qx0HUsdD4JgiOsilSkWahg3gLUKWo7DI+HlV+9Seflj9OOg4BZON8z4FaG/GYKruAQiyMUkdZIecZ31Jb+Z0X6Af7y6QY2Vi0KGhHs5LrRXbjplG7EasR586ssgx0LYdP/4Nf/mQWlusITzcJ59SO6gwVBigQO5Rnf8Gk7GgY8kQyVpXD3Wojt4psgxSdKyt289MMWXp2/jXK3B4CTe8Rz5+k9GZkapxHnLcFdATt/gi3zzAL6vvX1X7c7of1QSB1rFtE7jYSgUGtiFfERFcxbgDpFbU9h/kHWz/47vXe8SywFgLkwaHrfmxl8/h2aqkVEfEp5xnfUlv7J4zGYuzGT577dQlpV4Tzc5eCaUV25eUwq8RHBFkfYRhgGZG2Erd+Zo812LILKkvrnxPeELqOh8yjoMgpiumgEukgdyjO+4dN2LCuAaR3N/Qf3gEvXav4oPaeIF7/fwuyVu6n0mKWpE7vGcsfpPRnbM0GF85aUv8dc+2T7QtixoP7CoQAOlzkCvdMIs3jeaSREJFoTq8gxUsG8BahT1HYVFeSybs5z9Nj8JgnkArCfWLb2/C2DLphKWES0tQGKSKugPOM7akv/ZhgG8zbu47lvN7Nhj1k4D3M5uOakLlw3uivtYzSaqUVVlpkjzrb9YD72rATDU/+cyBSzeN55lHnLdlJ/sDusiFbELyjP+IZP2/HANnj+BAgKh4f2+CZAaTa7Dhbz6vxtzFy+s2bE+aCO0dxxWg/O7JuE3a7CeYs7uKOqeL7Q3BY08v9HsalVxfOqInq7PuDQQq7iv1QwbwHqFElpcSFrPnuBLmmvk0w2APmEk5YwgfgxN9Fj8MkWRygigUx5xnfUloHBMAy+TcviuW83s253HgB2G5zaO5ErRnTmtN7tcDrsFkfZBpXkQvoiyFgCGUvNBcM8lfXPcUWYo87anwAdhkGHoRDdSaPQpc1QnvENn7bjzp9g+lnmHTFT1/omQGl2+/JLeW3BNt5flk5phVk47xofxqXDO3HJsI4kRWk6VEsYhvkj1M6fYOcy85GVRr3FxMFcEyV5YG2foP0JkNBTP6qL31DBvAWoUyTVystKWf35K7Rf/zIdjcya41sc3cnpNZk+428kOjbBwghFJBApz/iO2jKwGIbB95uyeG3BNpZuO1BzPCkqmEuHdWLyiZ3oFBdmYYRtXHkx7F5hFs8zFpsXz3UXEK0W3s6c+7TDMEgZZF5AR3VQEV1aJeUZ3/BpO/7yBcy4EjoMh5u/9U2A0mKyC8uY/uN2/r0kncIy80dah93Gab3bMflE/YjuF0pyYffPtUX0XSugvKDheUHhkDLY7AskDTDvSkvsq/nQxRIqmLcAdYrkUB63mw2L5lC+/B0G5i/EZTMTe6kRxProcYSMvJ5+J52D3aFfV0Xk6JRnfEdtGbi27S9k5vKdfLxiFweKygGz3npKjwQmn9iJ03onEh6sW38t5a6E7E2we6VZSN+zEvZtaDgKHSAkxiycJw80L5qTB5i3bzs1X70ENuUZ3/BpO654Gz67G3pNhCtn+CQ+aXlFZZV8sW4vHy3fyc/pB2uOt4sM5uKhHblseEe6tYuwMEKp4fGYo9D3rKp97F0DFUUNz7XZIb6HWTxPGmA+2vU27wix64cQaT4qmLcAdYrkSHKzM/ll7hskbfmIVE96zfFsYtgaP46QAefRZ9S5BIdohJyINE55xnfUloGvvNLDvI37+PCnDH7ckl1zPNhpZ0zPdkzon8SZfZOIDXdZGKXUqCiBzPVm8Xz3SshcZxbVGyui2xwQ3928UG7Xp+rR21xoNEi33ktgUJ7xDZ+24/y/w/ePw9Br4fz/802AYqktWYV89PNOZq/cRXZhec3xPsmRjO+XxFn9khnQIUoLhfoTjxuyN5v9gcz1sK/qUZzT+PnOUEjoYfYFEnpX9Q16Q1w3cAS1bOzSKqlg3gLUKZKmMDweNq9ewMEfp9MvZx6RtpKa14qMEDZFjsTT+1x6nnKxpm0RkXqUZ3xHbdm6pOcUMXP5Tj5fu5eMA8U1xx12GyNT45jQP5nx/ZNIidatvn6lsgz2/2JeMGeuMy+YM9dCaV7j59vs5mJiCT3NUWhx3cxtfHeIbK8RaOJXlGd8w6ft+OUf4adXYczv4Yz/55sAxS9UuD18m5bFRz/vZP6v+3F7akta7aNDOLNfEuP7JTOyWxxBmrbF/xgGFO6r6gesN+9K27cBcjaDu7zx99gcENPZ7APEda+z7QbRnbXQqDSZCuYtQJ0i8VZZaTGbln5Fybo5pOYsIJHaeVkrDAebQgZSkDKKmL6n0X3IOFzBGlUl0pYpz/iO2rJ1MgyDXzIL+N/6TL7ekMkvmfXnzeyTHMmo7vGM6hbPyNR4osM0MsnvGAbk7zEL6fs31dmmHb6QDuYItLhu5oVybFfzFu7qbUxnjUyXFqc84xs+bcePfwsbZsPZT8JJt/omQPE7ucXlfL8pi7kb9jH/1/0Ul7trXosMcTKmZwIndYvnpG7x9EyM0Ohzf+auhNz02v5A9q/mfvavja+VUs0eBDGdqvoCdfoDsV3MH95DY7V+itRQwbwFqFMkx8PjdrNlzUJyVnxCyt5v6erZWe/1EsPF1pB+FCSfRHTf0+g+ZKymbxFpY5RnfEdt2Tak5xQxd8M+/rchk5UZB6nbw7XZoH/7KEZ1i2dU93hO7BpHZIgK6H7LMKAwyyyc52yBnG3m9sBWOLij8ald6opMqS2eR3ds+AiJbpE/Q9oO5Rnf8Gk7vv0b2LEQLp4OAy/xTYDi10or3Czems3cDfv4Jm1fvWlbAOLDXYxIjatXQLfbVUj1e4YBBXshZ6vZD8jZas6VXr11lx35/a5IiO5Q2weIqu4PVB2L6qC1VNoQFcxbgDpF4ks7t6xjz4ovCNq5iK6Fq4kjv97rpUYQ2109yYvpj6PDCbTrPZJOPYfgcOrWI5HWSnnGd9SWbU92YRlLt+WwZGsOS7blsG1//QWnbDbo0S6CgR2jGdQhmoEdY+iXEkWoSwtz+73qEWjVF8u56WYR/WC6uX+kUWjVXJFVF8kp5vQukclV+3UeEYlg178HaRrlGd/waTu+eJL5o9u1/4Vup/okPgkcbo/B6p0HWbwlh2XbD/Bz+gFKKzz1zokNC2JQxxgGdohmQIdoBnaMpn10iEahBxKPB/J31fYBarY7zP3CzKZ9TmgcRFX1ByJT6uy3h8gkiEiC8HaaR70VUMG8BahTJM3F8HjI2LSKzHXf4sxYRJfC1SSQ2+C8YiOYjKBu5MX0w9ZhCDFdBpHSfRCR0XEtH7SI+JzyjO+oLWVffmm9Anp6TnGDcxx2Gz0TIxjYIZp+7aPomRhJz6QIEiODdfEcKAzDXEjsYDrk7oDcDMjbDXm7zAvqvF1QcrBpn2WzQ1iCWTiPSITwqm1EUtXzBPP16q1TC862ZcozvuHTdny6OxRnw62LIam/bwKUgFVe6WHtrlyWbT/A0m05/LzjICUV7gbnxYW76N8+ioEdounfPpoeiRF0TQgj2KkfUANSRYmZ++s+8us+3w2VJUf/nGqhcbX9gOoienidvkB4OwiPN/eDIzUVjB9SwbwFqFMkLcXweNi5ZS1Zvyyhctcqog5uoEv5FsJtpY2en0UcWcGdKYrsDu16Ed6hH+269qddSlfsDiV6kUChPOM7aks5VFZBKet357F2Vx7rduWxZlce2YWN39IbGeykR1IEPdpF0DMpgh6JEXSJD6dDTCghQcqrAae8qKqIvtO8xbtgLxRkQn6d/cJMMDxH/6y6gqNrL5LDE8yL6rBYc+7U0DgIi6vdD42F0BgICtPFdCuhPOMbPmtHjxsejQcMuG+zWdwSqaPC7WHDnnzW7c5j/a481u3O49d9BVR6GpbH7DboHBdGj8QIuidG0L2d2RfoGh9ObFiQflQPZIZh/pBe3R/Ir+oHFOyp7RcUZkFR1tGngzuUIxjC4mvzf1hcVX8gvnY/NAZCYmr7BSExWoelmalg3gLUKRIredxudm5Zx/5NS6ncvYrIg2kklac3OhK9WrnhJMvejoOuFIrDO+KJ7kRQQioRSd2ITe5KXGJHglyau0vEXyjP+I7aUo7GMAz25Zexdlcu63bnsSmzgC1ZhezIKaKRa+caSVHBdI4Lo1NsGB3jwugcF0aHmFCSo0NIjgrRFC+ByuOGov21F8mFdR5FWVC4D4qyzUdxDhgNRyk2iT2o6gI5uuqCOcbchkRBcFSdbXT958GRtQ/dHu4XlGd8w2ftWLgf/tEDsMFfssGhaSzl6Eor3GzKLDCL6Lvz+CWzgK1ZhRSUHb5QGu5y0DE2jE5xoXSMDaNjbO02OTqEuDCX5klvDTwes7Be3QcorLMtzjH7DDX9gmyoaHgnY5M5Q2r7BNV9gJBD+gLV+3X7A8GRtcc0J/thqWDeAtQpEn+UdzCbvVvXkL9zA+6sTYTmbSWhZAfJnn04bUceKeUxbBywRZPriKfQ1Y6y0EQ8EcnYI5MJikokNCaRsJgkouOTiYptp9HqIs1MecZ31JZyrMoq3ezILmZzlllA35xVyNasQnYeKKao/OhF0qgQJ0lRISRHh5AYGUJydDAJEcHEhbtqtvHhLmLDXQQ57C3wF4nPeTxQmlt1wVx1oVyUDSUHzIvr4oPmfnHV8+rj3o5UOxxHcNVFcoQ5N3twBLjCqx5196ueB4WZ+0GhdfbDwBVmbquPqxDvFeUZ3/BZO+7bCC+PMkdy/nGb7wKUNscwDPYXlLElq5At+80+gLktIjO/8Tu+63LabSRGBpMYFUJSVDBJUSEkRYXQrqoPEBfhIi7M3EYGOzVavbUoL6rtCxTnHNIXqLMtyTX7BKW5UJrn/d1th2MPquoPRNT2Beo9D6vtA9T0Aw7ZVvcH6m1DA359F2/yjOU/tb700kv8/e9/Z+/evfTv359nn32WMWPGHPb8+fPnc++997Jhwwbat2/PH//4R6ZMmVLvnFmzZvGXv/yFrVu30r17d5544gkuvPDC4/pekUAQHZtA9PAzYPgZ9Y5XVpSzd892DuzaQlHWNtwHduDM30l48W7iKjJJMA7gtHlIIJcEdy6UbIUS4EDj31Np2Dloi6TAHk2xI4qyoCgqg6JwB0dhhMRgC43BERZLUHgsQWHRBIdHERweTWhEDOGRMYSEhmOzqzAg4k/8NR8bhsFf//pXXnvtNQ4ePMjIkSN58cUX6d9f85FK8wt2OuidHEnv5Mh6xw3D4EBROTsPlrDzQDEZB4rZdbCYnQdK2J1bQmZeKSUVbvJLK8kvNQvtRxMV4iQ+Ipjo0KDDPqJCnUQEBxEe7CAyxEl4sJOIYCfhLqdGsFnFbjdvrQ6Lg4SeTXuPYZgX06W55sVy9YVyzX4+lOVXbfMOeZ4PZYW1c666y6C4zCzU+5LNUXWBHGJeIDtDzf2abdUjKNQcyeas3lY/QsDhqj3P6TKL+zXbYLMoX/eYw1W1X/UI8ItyK/lrTm8xRfvNbXi7lv9uaVVsNhuJUSEkRoUwukdCvddKK9zszi1hV1VfYNfBEnYeNLe7DxaTU1ROpcdgT14pe/KOXlx3OezEhgcRFx5MdKizNveHVPUDwsz9un2BiOp+QLCTYKddBXd/UV2Iju3S9Pd4PFBeUKeInleV+6v6AfWe50FZQf1HeWHtwueeiqof6Zu4bos3HK76fYGg0Ea2Vf2AxraOOn2F6j5ATZ+h6pgjqGrfVed4kNkvacHR85YWzGfOnMnUqVN56aWXOPnkk3n11VeZOHEiGzdupHPnzg3O3759O+eccw4333wz7733HosWLeK2226jXbt2XHzxxQAsWbKEyZMn89hjj3HhhRfyySefcNlll/Hjjz8ycuTIY/pekUDnDHKR0qU3KV16N/q6x+0me/8ecvdlUJSzk7IDe3Dn78VemElw6X5Cyw8S7s4jysgjimKcNg/x5BHvyQMPUOFdPJWGnWJbCCWEUm4LpsweSoU9hApHCG5HqPlwhmI4QzGqLsJszmAICsUeFILdVbUNCsERFFy1deF0hZiPoBCcrmDz4XSZ2yAXLleIRsaLNMKf8/HTTz/NM888w9tvv02vXr14/PHHOeuss9i0aRORkZENYhNpCTabjfiIYOIjghnSKabB64ZhUFBWSVZ+KZl5ZWTml7Kv6pFTWE5OURk5heUcKCrnYHE5HoOq4vqxjzoOdzkIdTkJczkIczkIrd4GOau2DkKC7IQEOQgOchDsNPdDguyEOB24nPaaR7DDXu+5y2EnqOZhw+kwjzkdNpx2my7QvWWzmSO9giMguuOxfYa70rywLiswC+j1LpiLqh519iuKzPMqis1HefW2yFwUrXqfqpuPDbf5+eUFPvuzvWaz114sO4KqiuhBVftBDY/ZnVXbIHMKjprjjvrnVD+qnw+9FiKTrfs7fcyfc3qLUcFcWkBIkIPu7cw5zRtT4faQXVjGvvyymj7Avqp+QU5RGQeKyskpNPsBxeVuyt2eqnMbX1PlaJx2G+HBzqr+QFU/IMhp7geZfYIQl4MQp5n7g2u21X0D85irTh8gyGG+XtMXcNoJstsIquoDVPcNHPrR/vjZ7VXTr0R7V2ivy+M2c39ZQW0/oKywTp+gsLYvUNM/KK6/re4XVJZW9RlK6k8x4y43H2V5vvm7vXHS7XD231rs6yydkmXkyJEMHTqUl19+ueZY3759mTRpEtOmTWtw/v3338+cOXNIS0urOTZlyhTWrFnDkiVLAJg8eTL5+fl89dVXNeecffbZxMbG8uGHHx7T9zZGt91JW1VeVkpeTib5OZkUH9xHeeEBKosO4KkaFWUvy8NZlkdQZQEhlQUEe4oJ9RQTZpQQRil2m7WzQLkNGxU4ceOg0ubATfXDidtmx4MDt82BBwceW9UDB4bNjsdWZ4sdo+o5NjuGreo5tc8bbLGZF391jlcfM2y2es9p7DmAzYYNO4YNsDmwVR0zX7fVnsehx6oKGtXHqt93yHtstrqvUXNu9XHjMMfrfyaNv1b7glfPbYe+/0jvbeDwdzIc9a1HOeFIBSJnaBQDx1542NeboiXzjL/mY8MwaN++PVOnTuX+++8HoKysjKSkJJ566iluueWWJv19ytniz9weg7ySCg5UFdHzSipqHvl19vNKKigoraSwrM6jtLLRBcpaWpDDhtNux2m34XTYcNTZd9ptOOzm63a7+bx667CZr9ntYK/ad9jM12tfs2G3ma+bD3BUFelrj1P1vHrfPG6z2ar2zVxit1GVR6tfNzOUrer9tqrz6h2veg5V59Qcrz3GIceqv4M6n3HoOTWfSe3BQz+z/rHa9m6QNg/Jk0dKX0f8ccMwcHgqcLhLsLvLcLhLcNRsS3F6SquOl2F3l+LwlJtbd6l5zFOOw12O3VOO3VNWdW6d555y7O5y7J6KqmNVD3eFeczwcgSGjxRc/x2RXYcd12f4U57x15zeFD5rx6Uvw//+BP0vgkvfOvbPEWkhpRVucorKOVD1o3p+aWVNP6BuXyC/tIL8kkqK6vQFipswRVxzs9vA6TCL6Q67+cO6szrXO2wE1ekDOOo+bPWf183z1f0Cu622L+CwHZL/7Q37ArY6z+1Vidd+aO4/Ql8AaFJ/AKjXJ6j+7urjh/YFzOO2Q543/nqdrkG972vsPRzuuRd9g0Md2lewGQZ2TxmOykP7A9X9hFIcHrNvYHeXV/UPysz3uKv6A9X9guo+QFW/obZvUP2+cmxGRb3+gsNTDkD2kNtImNS0fHI4ATElS3l5OStWrOBPf/pTvePjx49n8eLFjb5nyZIljB8/vt6xCRMmMH36dCoqKggKCmLJkiXcc889Dc559tlnj/l7wbxALyur/aUvPz//qH+jSGvkCg6hXfuutGvf1ev3etxuCovyKSnMo6Qwl7KifCpKi6goLcRdVoS7tAhPeRFGeTFGeTFUlmCrLMPmLsVeWfUfYE85zqqLNKdRjsOowGlUEFS9pZKg6i2VDQr0DpuBgwoaHRZvHLIVOUbp9o5wnAXzluLP+Xj79u1kZmbW+67g4GDGjRvH4sWLD1swV86WQOKw28x5TMNd9Ej07r2GYVBW6akpnheXuympMLfF5W5Kyt2UVFTvV1JW6aG0wk1pRdW20kNZnW2520N5ZdWjar/C7aGsalvpNhot0Fe4DSrc1l+wS3NyVT2ak0EQblzU9uOCbebWiRsXlTirjgfZ3DXnOHETZA59IMhmPq89VokTjzlUwmYec1B/O7QsnD7N/Je1FH/O6Y1ptnytEeYSYEKCHHSICaVDTKjX73V7DIrKq4roNX0Bsw9Qu19Z0x+o7gvU3ZbVbD2U1fQFDukXVHrMfO/xcOiwW4+BeY6P2kMCSXDVozkZOHFzkzOVPx39ZJ+xrGCenZ2N2+0mKSmp3vGkpCQyMzMbfU9mZmaj51dWVpKdnU1KSsphz6n+zGP5XoBp06bx17/+tcl/n4g0ZHc4iIiKJSIqtsW+011ZSUV5KRUV5VSWl+GuKKeiohSPuxJ3ZQXuygo8lRVVz8vxuCvxVJZjeNwYbjceTyWGuxLDU1l1rGrrcWMzPDX7GG4Mj8e8hdnwgOE55LkB1e/BqDkHw4PNqPMcA1v1+dXngXkehnm86ljN8+r31K30G4b5etU5NfvUPa36OLXfV6XucVu9XxDqnl997iGv1dm3NbiJqf5z21F+naj//iN/VoP3HunF47y56mhxF4WmcIw30rU4f87H1dvGzklPTz/s36ScLW2FzWarmlbFQUJEy8zp6PGYF8uVboMKt1lYr3QbuD3mc3Nb9dxT+5rHMIvtHo+5dVc9KqsuvN0eA7dhvl6z9Rh4DPAYhnmOYdTsV59nGOYPB9XneaqeG5ifaRhgUP88g+rzgJrXqr4Hat5T9X81n2fUeW6+k6pzqp4bdd5Lbaqp+T2+Tv6lzudx6Gcecn79Y0fOP3VfNg7JVYe+tcHzI+S2o6XN48qqR/3shidUVj1Kjud7q5wUd4zT4vghf87pjWm2fB2ZAp1Ogna9fP/ZIn7GYbeZc5uHBEF0y3xndc6v/jG9wu2hwmPgdpt5vdJj1PYN6vQFqnO92+PB7aFmW+nxmDncQ4O+gKeqj1CT/+vm/MP0BQyo11+o+9yo83pjfYHqPkN1f6GxvoD5jtpj1QcO7Q9UffIh76nzBg7N21XbOgeP1i849PzGHE/foMFnWdVXADrEt+wdXJYv+nnoUH/DMI54q2Bj5x96vCmf6e33PvDAA9x77701z/Pz8+nUqdNhzxcR/+BwOnE4IwixOhARP+fP+Vg5W8R/2O02gu0Ogi2/ihCRw/HnnF5Xs+XrETebDxFpFuYUKuYP9iKtlWVd3YSEBBwOR4NfnLOyshr8Ml0tOTm50fOdTifx8fFHPKf6M4/le8G8BTw4uOVWYxUREWkJ/pyPk5PNRdgyMzNJSUlpUmygnC0iIm2TP+f0xihfi4iIvzr8amjNzOVyMWzYMObNm1fv+Lx58xg9enSj7xk1alSD8+fOncvw4cMJCgo64jnVn3ks3ysiItJa+XM+Tk1NJTk5ud455eXlzJ8/XzlbRETkEP6c00VERAKKYaEZM2YYQUFBxvTp042NGzcaU6dONcLDw40dO3YYhmEYf/rTn4xrrrmm5vxt27YZYWFhxj333GNs3LjRmD59uhEUFGT85z//qTln0aJFhsPhMJ588kkjLS3NePLJJw2n02ksXbq0yd/bFHl5eQZg5OXl+aAlRERE6mvJPOPP+fjJJ580oqOjjdmzZxvr1q0zrrjiCiMlJcXIz89v8t+nnC0iIs3Jn/KMP+f0o/GndhQRkdbHmzxjacHcMAzjxRdfNLp06WK4XC5j6NChxvz582teu+6664xx48bVO/+HH34wTjjhBMPlchldu3Y1Xn755Qaf+fHHHxu9e/c2goKCjD59+hizZs3y6nubQslcRESaU0vnGX/Nxx6Px3j44YeN5ORkIzg42Bg7dqyxbt06r/425WwREWlO/pZn/DWnH42/taOIiLQu3uQZm2EcbR1TaUx+fj7R0dHk5eURFdWyK7WKiEjrpzzjO2pLERFpTsozvqF2FBGR5uRNnrFsDnMREREREREREREREX+igrmIiIiIiIiIiIiICCqYi4iIiIiIiIiIiIgAKpiLiIiIiIiIiIiIiAAqmIuIiIiIiIiIiIiIACqYi4iIiIiIiIiIiIgAKpiLiIiIiIiIiIiIiAAqmIuIiIiIiIiIiIiIACqYi4iIiIiIiIiIiIgAKpiLiIiIiIiIiIiIiAAqmIuIiIiIiIiIiIiIACqYi4iIiIiIiIiIiIgAKpiLiIiIiIiIiIiIiADgtDqAQGUYBgD5+fkWRyIiIq1RdX6pzjdy7JSzRUSkOSln+4bytYiINCdv8rUK5seooKAAgE6dOlkciYiItGYFBQVER0dbHUZAU84WEZGWoJx9fJSvRUSkJTQlX9sM/Qx+TDweD3v27CEyMhKbzXZcn5Wfn0+nTp3YuXMnUVFRPoqw9VJ7eUft5R21l3fUXt7xpr0Mw6CgoID27dtjt2sGtePhq5ytf+/eUXt5R+3lPbWZd9Re3lHObnm6xraO2ss7ai/vqL28o/byTnPla40wP0Z2u52OHTv69DOjoqL0/wxeUHt5R+3lHbWXd9Re3mlqe2mUmm/4Omfr37t31F7eUXt5T23mHbWXd5SzW46usa2n9vKO2ss7ai/vqL284+t8rZ+/RURERERERERERERQwVxEREREREREREREBFDB3C8EBwfz8MMPExwcbHUoAUHt5R21l3fUXt5Re3lH7RXY9L+fd9Re3lF7eU9t5h21l3fUXoFN//t5R+3lHbWXd9Re3lF7eae52kuLfoqIiIiIiIiIiIiIoBHmIiIiIiIiIiIiIiKACuYiIiIiIiIiIiIiIoAK5iIiIiIiIiIiIiIigArmIiIiIiIiIiIiIiKACuaWe+mll0hNTSUkJIRhw4axcOFCq0PyGwsWLOC8886jffv22Gw2Pv3003qvG4bBI488Qvv27QkNDeXUU09lw4YN1gRrsWnTpnHiiScSGRlJYmIikyZNYtOmTfXOUXvVevnllxk0aBBRUVFERUUxatQovvrqq5rX1VZHNm3aNGw2G1OnTq05pjar75FHHsFms9V7JCcn17yu9gpMytmNU772jnK2d5Szj53y9dEpX7dOyteNU772jvK1d5Svj49y9pFZka9VMLfQzJkzmTp1Kg899BCrVq1izJgxTJw4kYyMDKtD8wtFRUUMHjyYF154odHXn376aZ555hleeOEFli9fTnJyMmeddRYFBQUtHKn15s+fz+23387SpUuZN28elZWVjB8/nqKioppz1F61OnbsyJNPPsnPP//Mzz//zOmnn84FF1xQ8x9UtdXhLV++nNdee41BgwbVO642a6h///7s3bu35rFu3bqa19RegUc5+/CUr72jnO0d5exjo3zddMrXrYvy9eEpX3tH+do7ytfHTjm7aVo8XxtimREjRhhTpkypd6xPnz7Gn/70J4si8l+A8cknn9Q893g8RnJysvHkk0/WHCstLTWio6ONV155xYII/UtWVpYBGPPnzzcMQ+3VFLGxscYbb7yhtjqCgoICo2fPnsa8efOMcePGGXfffbdhGPr31ZiHH37YGDx4cKOvqb0Ck3J20yhfe08523vK2UemfN10ytetj/J10yhfe0/52nvK10ennN00VuRrjTC3SHl5OStWrGD8+PH1jo8fP57FixdbFFXg2L59O5mZmfXaLzg4mHHjxqn9gLy8PADi4uIAtdeRuN1uZsyYQVFREaNGjVJbHcHtt9/Oueeey5lnnlnvuNqscZs3b6Z9+/akpqZy+eWXs23bNkDtFYiUs4+d/r0fnXJ20ylnN43ytXeUr1sP5etjp3/vR6d83XTK102nnN10LZ2vnccdsRyT7Oxs3G43SUlJ9Y4nJSWRmZlpUVSBo7qNGmu/9PR0K0LyG4ZhcO+993LKKacwYMAAQO3VmHXr1jFq1ChKS0uJiIjgk08+oV+/fjX/QVVb1TdjxgxWrlzJ8uXLG7ymf18NjRw5knfffZdevXqxb98+Hn/8cUaPHs2GDRvUXgFIOfvY6d/7kSlnN41ydtMpX3tH+bp1Ub4+dvr3fmTK102jfO0d5eymsyJfq2BuMZvNVu+5YRgNjsnhqf0auuOOO1i7di0//vhjg9fUXrV69+7N6tWryc3NZdasWVx33XXMnz+/5nW1Va2dO3dy9913M3fuXEJCQg57ntqs1sSJE2v2Bw4cyKhRo+jevTvvvPMOJ510EqD2CkT63+zYqe0ap5zdNMrZTaN87T3l69ZJ/5sdO7Vd45Svm0b5uumUs71jRb7WlCwWSUhIwOFwNPilOysrq8GvItJQ9Wq4ar/67rzzTubMmcP3339Px44da46rvRpyuVz06NGD4cOHM23aNAYPHsxzzz2ntmrEihUryMrKYtiwYTidTpxOJ/Pnz+f555/H6XTWtIva7PDCw8MZOHAgmzdv1r+xAKScfez07/3wlLObTjm7aZSvj5/ydWBTvj52+vd+eMrXTad83XTK2cenJfK1CuYWcblcDBs2jHnz5tU7Pm/ePEaPHm1RVIEjNTWV5OTkeu1XXl7O/Pnz22T7GYbBHXfcwezZs/nuu+9ITU2t97ra6+gMw6CsrExt1YgzzjiDdevWsXr16prH8OHDueqqq1i9ejXdunVTmx1FWVkZaWlppKSk6N9YAFLOPnb6996QcvbxU85unPL18VO+DmzK18dO/94bUr4+fsrXh6ecfXxaJF8f83KhctxmzJhhBAUFGdOnTzc2btxoTJ061QgPDzd27NhhdWh+oaCgwFi1apWxatUqAzCeeeYZY9WqVUZ6erphGIbx5JNPGtHR0cbs2bONdevWGVdccYWRkpJi5OfnWxx5y7v11luN6Oho44cffjD27t1b8yguLq45R+1V64EHHjAWLFhgbN++3Vi7dq3x4IMPGna73Zg7d65hGGqrpqi7grdhqM0O9fvf/9744YcfjG3bthlLly41fvOb3xiRkZE1/31XewUe5ezDU772jnK2d5Szj4/y9ZEpX7c+yteHp3ztHeVr7yhfHz/l7MOzIl+rYG6xF1980ejSpYvhcrmMoUOHGvPnz7c6JL/x/fffG0CDx3XXXWcYhmF4PB7j4YcfNpKTk43g4GBj7Nixxrp166wN2iKNtRNgvPXWWzXnqL1q3XDDDTX/f9euXTvjjDPOqEnkhqG2aopDk7narL7JkycbKSkpRlBQkNG+fXvjoosuMjZs2FDzutorMClnN0752jvK2d5Rzj4+ytdHpnzdOilfN0752jvK195Rvj5+ytmHZ0W+thmGYRz7+HQRERERERERERERkdZBc5iLiIiIiIiIiIiIiKCCuYiIiIiIiIiIiIgIoIK5iIiIiIiIiIiIiAiggrmIiIiIiIiIiIiICKCCuYiIiIiIiIiIiIgIoIK5iIiIiIiIiIiIiAiggrmIiIiIiIiIiIiICKCCuYiIiIiIiIiIiIgIoIK5iIiIiIiIiIiIiAiggrmItJCpU6cyadIkq8MQERGRo1DOFhER8X/K1yLNRwVzEWkRy5cvZ8SIEVaHISIiIkehnC0iIuL/lK9Fmo/NMAzD6iBEpPWqqKggPDycioqKmmMjRoxg2bJlFkYlIiIih1LOFhER8X/K1yLNz2l1ACLSujkcDn788UdGjhzJ6tWrSUpKIiQkxOqwRERE5BDK2SIiIv5P+Vqk+algLiLNym63s2fPHuLj4xk8eLDV4YiIiMhhKGeLiIj4P+VrkeanOcxFpNmtWrVKiVxERCQAKGeLiIj4P+VrkealgrmINLvVq1crmYuIiAQA5WwRERH/p3wt0rxUMBeRZrdu3ToGDRpkdRgiIiJyFMrZIiIi/k/5WqR5qWAuIs3O4/Gwdu1a9uzZQ15entXhiIiIyGEoZ4uIiPg/5WuR5qWCuYg0u8cff5yZM2fSoUMHHn30UavDERERkcNQzhYREfF/ytcizctmGIZhdRAiIiIiIiIiIiIiIlbTCHMREREREREREREREVQwFxEREREREREREREBVDAXEREREREREREREQFUMBcRERERERERERERAVQwFxEREREREREREREBVDAXEREREREREREREQFUMBcRERERERERERERAVQwFxEREREREREREREBVDAXEREREREREREREQFUMBcRERERERERERERAVQwFxEREREREREREREB4P8DONmIqW1vaXkAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Show government spending, output, and taxes\n", + "show_irfs(\n", + " [irfs_G_lin, irfs_B_lin],\n", + " [\"G\", \"Y\", \"T\"],\n", + " labels=[\"balanced budget\", \"deficit financed\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b0560df9-6428-4a31-921b-8637ef57107e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Show the deficit and consumption\n", + "show_irfs(\n", + " [irfs_G_lin, irfs_B_lin],\n", + " [\"deficit\", \"C\"],\n", + " labels=[\"balanced budget\", \"deficit financed\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "a06333f4-f3e6-4af7-923d-a1d211967aa3", + "metadata": {}, + "source": [ + "# Why does HANK matter?\n", + "\n", + "Let us compare deficit financed government spending responses in HANK vs TANK vs RANK.\n", + "\n", + "To do so, a representative agent and a two agent household block will be specified to produce a RANK and TANK model. \n" + ] + }, + { + "cell_type": "markdown", + "id": "0f74e008-a96e-4b5f-8e8f-5b518ef4948b", + "metadata": {}, + "source": [ + "## Specify a representative agent household\n", + "\n", + "The representative agent household solution can be expressed analytically; below are the difference equations (Euler equation and budget constraint) that define the representative agent problem." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d6743a5c-797d-4ba6-b6ba-ba6a4bf471a7", + "metadata": {}, + "outputs": [], + "source": [ + "@sj.solved(\n", + " unknowns={\"C\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", + ") # solver=\"broyden_custom\")\n", + "def hh_ra(C, A, Z, eis, beta, r):\n", + " euler = (beta * (1 + r(+1))) ** (-eis) * C(+1) - C # RA euler equation\n", + " budget_constraint = (1 + r) * A(-1) + Z - C - A # RA budget constraint\n", + " MPC = 0\n", + " return euler, budget_constraint, MPC\n", + "\n", + "\n", + "# create RANK model where heterogeneous household block hh_ha is replaced with RA block 'hh_ra'\n", + "RANK = sj.create_model([hh_ra, fiscal, mkt_clearing], name=\"Representative agent model\")" + ] + }, + { + "cell_type": "markdown", + "id": "b238e64e-4a22-41c1-ac27-9034687f1854", + "metadata": {}, + "source": [ + "## Specify a Two Agent (TA) economy (Campbell-Mankiw)\n", + "\n", + "As in the rep. agent problem, the difference equations (euler equation and budget constraint) that define the two agent problem are analytically available." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "91f14ad6-9b3a-45a1-ab1a-e2d9fe989240", + "metadata": {}, + "outputs": [], + "source": [ + "# Deep in SSJ weeds, we need this object:\n", + "@sj.solved(\n", + " unknowns={\"C_RA\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", + ") # , solver=\"broyden_custom\")\n", + "\n", + "# household_twoagent:\n", + "def hh_ta(C_RA, A, Z, eis, beta, r, lam):\n", + " # consumption of infinitely lived household\n", + " euler = (beta * (1 + r(+1))) ** (-eis) * C_RA(+1) - C_RA\n", + " # hand to mouth agent consumes income Z\n", + " C_H2M = Z\n", + " # aggregate C is weighted sum of C of two types\n", + " C = (1 - lam) * C_RA + lam * C_H2M # lam is frac of hand to mouth households\n", + " # aggregate budget constraint\n", + " budget_constraint = (1 + r) * A(-1) + Z - C - A\n", + " MPC = 0\n", + " return euler, budget_constraint, C_H2M, C, MPC\n", + "\n", + "\n", + "# create TANK model where heterogeneous household is replaced with 'hh_ta'\n", + "TANK = sj.create_model([hh_ta, fiscal, mkt_clearing], name=\"Two agent model\")" + ] + }, + { + "cell_type": "markdown", + "id": "ceac82e9-de7c-4bc6-865b-acb6470cd2e2", + "metadata": {}, + "source": [ + "## Calibrate and find steady states of TANK and RANK models.\n", + "\n", + "Now that we have defined the representative agent and two agent models, we need to solve for a steady state in each model for which we will perturb around later to solve for dynamics." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "79c5ab27-ab2e-442c-812b-383df409bfdc", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# base dictionary for calibrating representative agent and two agent household.\n", + "calibration = {\n", + " \"eis\": 0.5, # EIS\n", + " \"G\": G_ss, # Government spending\n", + " \"B\": B_ss, # Government debt\n", + " \"Y\": Y_ss, # Output\n", + " \"r\": r_ss,\n", + "} # Number of productivity grid points" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "ad591df6-2229-4a26-bbf3-1cc5328048d4", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Rep Agent calibration\n", + "calibration_ra = calibration.copy()\n", + "calibration_ra[\"beta\"] = 1 / (1 + calibration_ra[\"r\"]) # for steady state consumption\n", + "calibration_ra[\"B\"] = calibration[\"B\"]\n", + "\n", + "unknowns_ra_ss = {\n", + " \"C\": 1.0,\n", + " \"A\": 0.8,\n", + "} # solve for two unknowns to clear the targets below\n", + "targets_ra_ss = {\"budget_constraint\": 0.0, \"asset_mkt\": 0.0}\n", + "\n", + "# solve for steady state for RANK model\n", + "ss_RANK = RANK.solve_steady_state(\n", + " calibration_ra, unknowns_ra_ss, targets_ra_ss, dissolve=[\"hh_ra\"]\n", + ") # solve steady state for RANK model" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "51819b72-9ba9-4a36-b240-72745a1c2579", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Two Agent calibration\n", + "calibration_ta = calibration_ra.copy() # dictionary for two agent block\n", + "calibration_ta[\"lam\"] = 0.25 # proportion of hand to mouth\n", + "unknowns_ta_ss = {\n", + " \"C_RA\": 1.0,\n", + " \"A\": 0.8,\n", + "} # solve for two unknowns to clear the targets below\n", + "\n", + "# solve for steady state for TANK model\n", + "ss_TANK = TANK.solve_steady_state(\n", + " calibration_ta, unknowns_ta_ss, targets_ra_ss, dissolve=[\"hh_ta\"]\n", + ") # solve steady state for TANK model" + ] + }, + { + "cell_type": "markdown", + "id": "3eb1f5d6-543d-4591-b4d9-7b4adef4e39c", + "metadata": { + "tags": [] + }, + "source": [ + "## Impulse responses to deficit financed G shocks:\n", + "### HANK vs TANK vs RANK" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "7238b86f-2033-40a6-a9f9-9fa31a4c02a1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "irfs_RANK = RANK.solve_impulse_linear(\n", + " ss_RANK, unknowns_td, targets_td, shocks_B\n", + ") # solve for impulse responses in RANK model\n", + "irfs_TANK = TANK.solve_impulse_linear(\n", + " ss_TANK, unknowns_td, targets_td, shocks_B\n", + ") # solve for impulse responses in TANK model\n", + "\n", + "# Plot irfs of HANK, RANK, and TANK\n", + "show_irfs(\n", + " [irfs_B_lin, irfs_RANK, irfs_TANK],\n", + " variables=[\"deficit\", \"Y\", \"C\"],\n", + " labels=[\"HANK\", \"RANK\", \"TANK\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "147be7ca-01e9-4401-98b2-1a3747813ac5", + "metadata": {}, + "source": [ + "# Simulating time series" + ] + }, + { + "cell_type": "markdown", + "id": "e7168496-cd84-4627-9c44-3374adb5909d", + "metadata": {}, + "source": [ + "## Simulate deficit financed government spending shocks." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "b5c0769c-7cd4-4050-9a8e-8e303f5e80de", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from estimation.routines import simulate\n", + "\n", + "outputs = [\"Y\", \"C\", \"deficit\", \"G\"] # aggregate variables to be simulated\n", + "\n", + "impulses_ha = {}\n", + "impulses_ra = {}\n", + "impulses_ta = {}\n", + "\n", + "shk_std = 0.001 # standard deviation of shock\n", + "rho_G = 0.8 # persistence of G shock\n", + "rho_B = 0.9 # persistence of Deficit shock\n", + "\n", + "dG = shk_std * 0.8 ** np.arange(T) # G Shock series\n", + "dB = np.cumsum(dG) * rho_B ** np.arange(T) # deficit shock series (fiscal rule)\n", + "\n", + "# own_shock captures AR shock process to deficit financed G spending\n", + "own_shock = {\"G\": shk_std * rho_G ** np.arange(T), \"B\": dB}\n", + "impulses_ha[\"ha\"] = HANK.solve_impulse_linear(\n", + " SteadyState_dict, unknowns_td, targets_td, own_shock\n", + ") # solve impulse responses to HANK\n", + "impulses_ta[\"ta\"] = TANK.solve_impulse_linear(\n", + " ss_TANK, unknowns_td, targets_td, own_shock\n", + ") # solve impulse responses to TANK\n", + "impulses_ra[\"ra\"] = RANK.solve_impulse_linear(\n", + " ss_RANK, unknowns_td, targets_td, own_shock\n", + ") # solve impulse responses to RANK\n", + "\n", + "T_sim = 80 # simulate for 80 quarters\n", + "data_simul_ha = simulate(\n", + " list(impulses_ha.values()), outputs, T_sim\n", + ") # Simulate aggregate variables in 'outputs' in HANK\n", + "data_simul_ta = simulate(\n", + " list(impulses_ta.values()), outputs, T_sim\n", + ") # Simulate aggregate variables in 'outputs' in TANK\n", + "data_simul_ra = simulate(\n", + " list(impulses_ra.values()), outputs, T_sim\n", + ") # Simulate aggregate variables in 'outputs' in RANK" + ] + }, + { + "cell_type": "markdown", + "id": "e2a9f3f3-d75b-41dd-a2cf-56466a4d7d22", + "metadata": {}, + "source": [ + "# Comparing time series of HANK, TANK, and RANK" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "e3d57079-04c4-4567-80a0-10ac88c006ed", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(13, 5))\n", + "axes[0].plot(data_simul_ha[\"Y\"], c=\"blue\")\n", + "axes[0].plot(data_simul_ta[\"Y\"], c=\"green\")\n", + "axes[0].plot(data_simul_ra[\"Y\"], c=\"orange\")\n", + "axes[0].set_title(\"Output\")\n", + "axes[0].set_xlabel(\"Quarters\")\n", + "axes[1].plot(data_simul_ha[\"G\"], c=\"blue\")\n", + "axes[1].plot(data_simul_ta[\"G\"], c=\"green\")\n", + "axes[1].plot(data_simul_ra[\"G\"], c=\"orange\")\n", + "axes[1].set_title(\"Government Spending\")\n", + "axes[1].set_xlabel(\"Quarters\")\n", + "axes[2].plot(data_simul_ha[\"deficit\"], c=\"blue\")\n", + "axes[2].plot(data_simul_ta[\"deficit\"], c=\"green\")\n", + "axes[2].plot(data_simul_ra[\"deficit\"], c=\"orange\")\n", + "axes[2].set_title(\"Deficit\")\n", + "axes[2].set_xlabel(\"Quarters\")\n", + "fig.tight_layout()" + ] + } + ], + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From cacfa053a0686aa8db7c5cadaad93ddf4161625a Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 12:59:00 +1100 Subject: [PATCH 07/13] update TOC. --- Documentation/example_notebooks/Include_list.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/Documentation/example_notebooks/Include_list.txt b/Documentation/example_notebooks/Include_list.txt index 5d6c14f9c..4e4f7ee45 100644 --- a/Documentation/example_notebooks/Include_list.txt +++ b/Documentation/example_notebooks/Include_list.txt @@ -12,3 +12,4 @@ examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb examples/ConsNewKeynesianModel/Jacobian_Example.ipynb examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb examples/ConsNewKeynesianModel/SSJ_explanation.ipynb +examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb From 02b7e85cd0029087c45348f0a949dacd0e20dfa9 Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 13:25:07 +1100 Subject: [PATCH 08/13] remove trailing space. --- Documentation/example_notebooks/Include_list.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Documentation/example_notebooks/Include_list.txt b/Documentation/example_notebooks/Include_list.txt index 4e4f7ee45..b6dd53f48 100644 --- a/Documentation/example_notebooks/Include_list.txt +++ b/Documentation/example_notebooks/Include_list.txt @@ -12,4 +12,4 @@ examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb examples/ConsNewKeynesianModel/Jacobian_Example.ipynb examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb examples/ConsNewKeynesianModel/SSJ_explanation.ipynb -examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb +examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb \ No newline at end of file From bb06e647573520ac17eac99e166e0376a7cdd08b Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 13:31:19 +1100 Subject: [PATCH 09/13] clean up title --- examples/ConsNewKeynesianModel/SSJ_explanation.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb index 7380978f7..4e2be1301 100644 --- a/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb +++ b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb @@ -27,7 +27,7 @@ "id": "10f78487", "metadata": {}, "source": [ - "# Advantages of SSJ\n", + "## Advantages of SSJ\n", "\n", "Can solve general equilibrium models with rich microeconomic heterogeneity quickly. (Basic HANK models can take 3 seconds, previous methods take at least 15 minutes)\n", "\n", @@ -147,7 +147,7 @@ "id": "12cc8957", "metadata": {}, "source": [ - "# The model as a system of difference equations in sequence space" + "## The model as a system of difference equations in sequence space" ] }, { @@ -185,7 +185,7 @@ "id": "a545e7ca", "metadata": {}, "source": [ - "# Solve the model by linearizing around the steady state\n", + "## Solve the model by linearizing around the steady state\n", "\n", "We are interested in how aggregate outcomes will change in response to exogenous shocks. Denote the endogenous impulse response as $d\\mathbf{U} \\equiv \\left\\{dK_{t} , dr_{t} , dw_{t} \\right\\}_{t=0}^{t=T}$, and the exogenous shock (a change in future productivity shocks) as $d\\mathbf{Z} = \\left\\{ dZ_{t}\\right\\}_{t=0}^{t=T}$.\n", "\n", From 73cbb627c8a0e0ff970c504479b44a6eaf428a5c Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 13:31:28 +1100 Subject: [PATCH 10/13] misc. --- examples/ConsNewKeynesianModel/SSJ_explanation.ipynb | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb index 4e2be1301..032b3d013 100644 --- a/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb +++ b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb @@ -47,7 +47,7 @@ "id": "4f1bf1b5", "metadata": {}, "source": [ - " ### Households\n", + "### Households\n", "\n", "Assume a continuum of atomistic households on the unit interval $[0,1]$ indexed by i. \n", "\n", @@ -82,7 +82,6 @@ "\n", "$y_{it}$ is labor income.\n", "\n", - "\n", "#### Labor Income\n", "\n", "Labor income is the product of an idiosyncratic transitory shock $\\theta$, the wage rate $w$ (determined in aggregate), and the exogenously fixed individual labor supply $\\ell$. \n", From 0aa66730aafa1125548ff7d40e2ebdce9f88452a Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 13:35:12 +1100 Subject: [PATCH 11/13] some title level changes. --- .../SSJ_explanation.ipynb | 18 ++++++------------ 1 file changed, 6 insertions(+), 12 deletions(-) diff --git a/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb index 032b3d013..5cdd983a8 100644 --- a/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb +++ b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb @@ -96,13 +96,13 @@ "id": "405ddb01", "metadata": {}, "source": [ - "## Firms and Production\n", + "### Firms and Production\n", "\n", "Output is produced by firms via a Cobb-Douglas production function over aggregate capital $K_t$ and labor $L_t$, scaled by total factor productivity $Z_t$:\n", "\n", "$$Y_{t} = Z_{t}K_{t}^{\\alpha}L_{t}^{1-\\alpha}.$$\n", "\n", - "### Determination of Wage and Interest Rates\n", + "#### Determination of Wage and Interest Rates\n", "\n", "Assume perfectly competitive markets, so that the factor prices are given by their marginal product:\n", "\n", @@ -114,7 +114,7 @@ "r_{t} = \\alpha Z_{t} K_{t}^{\\alpha - 1} L_{t}^{1-\\alpha}.\n", "$$\n", "\n", - "### Dynamics of Productivity\n", + "#### Dynamics of Productivity\n", "\n", "TFP $Z_t$ follows an AR(1) process in logs, with correlation factor $\\rho_Z$ and standard deviation of shocks $\\sigma_Z$.\n", "\n", @@ -128,7 +128,7 @@ "id": "ebeea820", "metadata": {}, "source": [ - "## Market Clearing \n", + "### Market Clearing \n", "\n", "Aggregate capital and labor are found by aggregating idiosyncratic values over the population. For labor, this is trivial, as each household exogenously supplies $\\ell$ units of labor. To denote the switch to aggregate labor, apply a new label:\n", "\n", @@ -141,19 +141,13 @@ "Notice that aggregate capital $K_t$ depends on the entire distribution of idiosyncratic market resources $m_{it}$." ] }, - { - "cell_type": "markdown", - "id": "12cc8957", - "metadata": {}, - "source": [ - "## The model as a system of difference equations in sequence space" - ] - }, { "cell_type": "markdown", "id": "01ee68b8", "metadata": {}, "source": [ + "## The model as a system of difference equations in sequence space\n", + "\n", "The equilibrium of this model can be expressed as a root of a system of difference equations on the sequence of current and future prices and productivity shocks. For notational convenience, the sequence of aggregate outcomes will be represented by $\\textbf{U}$, and the sequence of productivity shocks by $\\textbf{Z}$. For period $t$, the equilibrium conditions are:\n", "\n", "$$ H_{t}(\\mathbf{U},\\mathbf{Z}) = \\begin{pmatrix} \n", From d0282143ea1a05f80ae181e2240d4903fee94815 Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 14:03:56 +1100 Subject: [PATCH 12/13] try this toc tree --- Documentation/overview/index.rst | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/Documentation/overview/index.rst b/Documentation/overview/index.rst index ebbfe66ef..ea33bb218 100644 --- a/Documentation/overview/index.rst +++ b/Documentation/overview/index.rst @@ -28,7 +28,8 @@ Overview ../../examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb ../../examples/ConsNewKeynesianModel/Jacobian_Example.ipynb ../../examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb - ../../examples/ConsNewKeynesianModel/SSJ_example.ipynb + ../../examples/ConsNewKeynesianModel/HANKFiscal_example.ipynb + ../../examples/ConsNewKeynesianModel/SSJ_explanation.ipynb .. toctree:: :hidden: From 1e8e45dc6cdf172fc7b878c0649d1d20bcf85e28 Mon Sep 17 00:00:00 2001 From: akshay_shanker Date: Sat, 4 Jan 2025 14:23:07 +1100 Subject: [PATCH 13/13] update changelog --- Documentation/CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/Documentation/CHANGELOG.md b/Documentation/CHANGELOG.md index bbc87c016..e2bd3c374 100644 --- a/Documentation/CHANGELOG.md +++ b/Documentation/CHANGELOG.md @@ -44,6 +44,7 @@ none - Adds example of integration of HARK with SSJ toolkit. [#1447](https://github.com/econ-ark/HARK/pull/1447) - Maintains compatibility between EconForge interpolation and numba [#1457](https://github.com/econ-ark/HARK/pull/1457) +- Renanmes 'SSJ_example' to 'HANKFiscal_example' so that it is more informative. [#1509](https://github.com/econ-ark/HARK/pull/1509) ### 0.15.0