diff --git a/code/agents.py b/code/agents.py index dce9cbf..857965b 100644 --- a/code/agents.py +++ b/code/agents.py @@ -58,7 +58,7 @@ class TempConsumerType(AgentType): - def __init__(self, cycles=1, time_flow=True, **kwds): + def __init__(self, cycles=1, **kwds): """ Make a new consumer type. @@ -74,7 +74,7 @@ def __init__(self, cycles=1, time_flow=True, **kwds): None """ # Initialize a basic AgentType - super().__init__(cycles=cycles, time_flow=time_flow, **kwds) + super().__init__(cycles=cycles, **kwds) # This estimation uses age-varying discount factors as # estimated by Cagetti (2003), so switch from time_inv to time_vary self.add_to_time_vary("DiscFac") @@ -125,8 +125,6 @@ class PortfolioLifeCycleConsumerType(TempConsumerType, PortfolioConsumerType): def post_solve(self): for solution in self.solution: solution.cFunc = solution.cFuncAdj - share = solution.ShareFuncAdj - solution.ShareFuncAdj = lambda m: np.clip(share(m), 0.0, 1.0) class BequestWarmGlowLifeCycleConsumerType( diff --git a/code/calibration/estimation_parameters.py b/code/calibration/estimation_parameters.py index a2f596a..2cf6b8c 100644 --- a/code/calibration/estimation_parameters.py +++ b/code/calibration/estimation_parameters.py @@ -26,12 +26,12 @@ # - Define all of the model parameters for SolvingMicroDSOPs and ConsumerExamples - # --------------------------------------------------------------------------------- -exp_nest = 3 # Number of times to "exponentially nest" when constructing a_grid +exp_nest = 1 # Number of times to "exponentially nest" when constructing a_grid aXtraMin = 0.001 # Minimum end-of-period "assets above minimum" value -aXtraMax = 20 # Maximum end-of-period "assets above minimum" value +aXtraMax = 100 # Maximum end-of-period "assets above minimum" value aXtraHuge = None # A very large value of assets to add to the grid, not used aXtraExtra = None # Some other value of assets to add to the grid, not used -aXtraCount = 8 # Number of points in the grid of "assets above minimum" +aXtraCount = 200 # Number of points in the grid of "assets above minimum" # Artificial borrowing constraint; imposed minimum level of end-of period assets BoroCnstArt = 0.0 @@ -44,9 +44,9 @@ PermShkCount = 7 # Number of points in discrete approximation to transitory income shocks TranShkCount = 7 -UnempPrb = 0.005 # Probability of unemployment while working -UnempPrbRet = 0.000 # Probability of "unemployment" while retired -IncUnemp = 0.0 # Unemployment benefits replacement rate +UnempPrb = 0.05 # Probability of unemployment while working +UnempPrbRet = 0.005 # Probability of "unemployment" while retired +IncUnemp = 0.3 # Unemployment benefits replacement rate IncUnempRet = 0.0 # "Unemployment" benefits when retired final_age = 90 # Age at which the problem ends (die with certainty) @@ -74,7 +74,7 @@ ) # Age-varying discount factors over the lifecycle, lifted from Cagetti (2003) -DiscFac_timevary = np.genfromtxt("code/data/Cagetti2003.csv") +DiscFac_timevary = np.genfromtxt("../data/Cagetti2003.csv") # Survival probabilities over the lifecycle liv_prb = parse_ssa_life_table( diff --git a/code/notebooks/IndShock.ipynb b/code/notebooks/IndShock.ipynb new file mode 100644 index 0000000..458235d --- /dev/null +++ b/code/notebooks/IndShock.ipynb @@ -0,0 +1,108 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "***NOTE: using a 'quick fix' for an attribute error. See 'Error Notes' in EstimationParameter.py for further discussion.***\n" + ] + } + ], + "source": [ + "from code.agents import (\n", + " IndShkLifeCycleConsumerType,\n", + ")\n", + "\n", + "import code.calibration.estimation_parameters as parameters\n", + "\n", + "import numpy as np\n", + "\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DiscFacAdj, CRRA = np.genfromtxt(\n", + " \"../tables/IndShock_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "indshk_agent = IndShkLifeCycleConsumerType(**parameters.init_consumer_objects)\n", + "indshk_agent.CRRA = CRRA\n", + "indshk_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "indshk_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.cFunc for sol in indshk_agent.solution[:-1:5]], 0, 20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/code/notebooks/Portfolio.ipynb b/code/notebooks/Portfolio.ipynb new file mode 100644 index 0000000..170f49f --- /dev/null +++ b/code/notebooks/Portfolio.ipynb @@ -0,0 +1,125 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "***NOTE: using a 'quick fix' for an attribute error. See 'Error Notes' in EstimationParameter.py for further discussion.***\n" + ] + } + ], + "source": [ + "from code.agents import (\n", + " PortfolioLifeCycleConsumerType,\n", + ")\n", + "\n", + "import code.calibration.estimation_parameters as parameters\n", + "\n", + "import numpy as np\n", + "\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DiscFacAdj, CRRA = np.genfromtxt(\n", + " \"../tables/Portfolio_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent = PortfolioLifeCycleConsumerType(**parameters.init_consumer_objects)\n", + "\n", + "\n", + "portfolio_agent.CRRA = CRRA\n", + "\n", + "\n", + "portfolio_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.cFunc for sol in portfolio_agent.solution[:-1:5]], 0, 20)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.ShareFuncAdj for sol in portfolio_agent.solution[:-1:5]], 0, 100)" + ] + } + ], + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/code/notebooks/WarmGlow.ipynb b/code/notebooks/WarmGlow.ipynb new file mode 100644 index 0000000..d1aabe8 --- /dev/null +++ b/code/notebooks/WarmGlow.ipynb @@ -0,0 +1,107 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "***NOTE: using a 'quick fix' for an attribute error. See 'Error Notes' in EstimationParameter.py for further discussion.***\n" + ] + } + ], + "source": [ + "from code.agents import (\n", + " BequestWarmGlowLifeCycleConsumerType,\n", + ")\n", + "\n", + "import code.calibration.estimation_parameters as parameters\n", + "\n", + "import numpy as np\n", + "\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DiscFacAdj, CRRA = np.genfromtxt(\n", + " \"../tables/WarmGlow_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent = BequestWarmGlowLifeCycleConsumerType(\n", + " **parameters.init_consumer_objects\n", + ")\n", + "\n", + "\n", + "portfolio_agent.CRRA = CRRA\n", + "\n", + "\n", + "portfolio_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.cFunc for sol in portfolio_agent.solution[:-1:5]], 0, 20)" + ] + } + ], + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/code/notebooks/WarmGlowPortfolio.ipynb b/code/notebooks/WarmGlowPortfolio.ipynb new file mode 100644 index 0000000..2bd9aac --- /dev/null +++ b/code/notebooks/WarmGlowPortfolio.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "***NOTE: using a 'quick fix' for an attribute error. See 'Error Notes' in EstimationParameter.py for further discussion.***\n" + ] + } + ], + "source": [ + "from code.agents import (\n", + " BequestWarmGlowLifeCyclePortfolioType,\n", + ")\n", + "\n", + "import code.calibration.estimation_parameters as parameters\n", + "\n", + "import numpy as np\n", + "\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DiscFacAdj, CRRA = np.genfromtxt(\n", + " \"../tables/WarmGlowPortfolio_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent = BequestWarmGlowLifeCyclePortfolioType(\n", + " **parameters.init_consumer_objects\n", + ")\n", + "\n", + "\n", + "portfolio_agent.CRRA = CRRA\n", + "\n", + "\n", + "portfolio_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.ShareFuncAdj for sol in portfolio_agent.solution[:-1:5]], 0, 100)" + ] + } + ], + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/code/notebooks/WealthPortfolio.ipynb b/code/notebooks/WealthPortfolio.ipynb new file mode 100644 index 0000000..dc92d18 --- /dev/null +++ b/code/notebooks/WealthPortfolio.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "***NOTE: using a 'quick fix' for an attribute error. See 'Error Notes' in EstimationParameter.py for further discussion.***\n" + ] + } + ], + "source": [ + "from code.agents import (\n", + " WealthPortfolioLifeCycleConsumerType,\n", + ")\n", + "\n", + "import code.calibration.estimation_parameters as parameters\n", + "\n", + "import numpy as np\n", + "\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DiscFacAdj, CRRA = np.genfromtxt(\n", + " \"../tables/WealthPortfolio_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent = WealthPortfolioLifeCycleConsumerType(\n", + " **parameters.init_consumer_objects\n", + ")\n", + "\n", + "\n", + "portfolio_agent.CRRA = CRRA\n", + "\n", + "\n", + "portfolio_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.cFunc for sol in portfolio_agent.solution[:-1:5]], 0, 20)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.ShareFuncAdj for sol in portfolio_agent.solution[:-1:5]], 0, 100)" + ] + } + ], + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/code/tables/IndShock_estimate_results.csv b/code/tables/IndShock_estimate_results.csv index 144120d..bac1e3f 100644 --- a/code/tables/IndShock_estimate_results.csv +++ b/code/tables/IndShock_estimate_results.csv @@ -1,2 +1,2 @@ -DiscFacAdj,CRRA -0.8783572029816282,3.5160942263466355 +DiscFacAdj,CRRA +0.8783572029816282,3.5160942263466355 diff --git a/code/tables/__init__.py b/code/tables/__init__.py deleted file mode 100644 index e69de29..0000000