From 16a4f98634a7c4d8023a88647249feaaa050ed2a Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 24 Jan 2022 20:08:10 -0500 Subject: [PATCH 01/52] create ConsRiskySolver first pass at ConsRiskySolver --- HARK/ConsumptionSaving/ConsIndShockModel.py | 279 +++++++++--------- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 190 +++++++++++- 2 files changed, 332 insertions(+), 137 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsIndShockModel.py b/HARK/ConsumptionSaving/ConsIndShockModel.py index 677e4fb00..a369895be 100644 --- a/HARK/ConsumptionSaving/ConsIndShockModel.py +++ b/HARK/ConsumptionSaving/ConsIndShockModel.py @@ -13,10 +13,27 @@ See HARK documentation for mathematical descriptions of the models being solved. """ from copy import copy, deepcopy + import numpy as np from scipy.optimize import newton + from HARK import AgentType, NullFunc, MetricObject, make_one_period_oo_solver -from HARK.utilities import warnings # Because of "patch" to warnings modules +from HARK import _log +from HARK import set_verbosity_level +from HARK.Calibration.Income.IncomeTools import ( + parse_income_spec, + parse_time_params, + Cagetti_income, +) +from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf +from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table +from HARK.distribution import ( + DiscreteDistribution, + add_discrete_outcome_constant_mean, + calc_expectation, + combine_indep_dstns, +) +from HARK.distribution import Lognormal, MeanOneLogNormal, Uniform from HARK.interpolation import CubicHermiteInterp as CubicInterp from HARK.interpolation import ( CubicInterp, @@ -24,14 +41,7 @@ LinearInterp, ValueFuncCRRA, MargValueFuncCRRA, - MargMargValueFuncCRRA -) -from HARK.distribution import Lognormal, MeanOneLogNormal, Uniform -from HARK.distribution import ( - DiscreteDistribution, - add_discrete_outcome_constant_mean, - calc_expectation, - combine_indep_dstns, + MargMargValueFuncCRRA, ) from HARK.utilities import ( make_grid_exp_mult, @@ -43,12 +53,6 @@ CRRAutility_inv, CRRAutilityP_invP, ) -from HARK import _log -from HARK import set_verbosity_level - -from HARK.Calibration.Income.IncomeTools import parse_income_spec, parse_time_params, Cagetti_income -from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf -from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table __all__ = [ "ConsumerSolution", @@ -75,6 +79,7 @@ utility_inv = CRRAutility_inv utilityP_invP = CRRAutilityP_invP + # ===================================================================== # === Classes that help solve consumption-saving models === # ===================================================================== @@ -351,8 +356,8 @@ def make_cFunc_PF(self): # Adjust the grids of mNrm and cNrm to account for the borrowing constraint. cCrit = mCrit - BoroCnstArt - mNrmNow = np.concatenate(([BoroCnstArt, mCrit], mNrmNow[(idx + 1):])) - cNrmNow = np.concatenate(([0.0, cCrit], cNrmNow[(idx + 1):])) + mNrmNow = np.concatenate(([BoroCnstArt, mCrit], mNrmNow[(idx + 1) :])) + cNrmNow = np.concatenate(([0.0, cCrit], cNrmNow[(idx + 1) :])) else: # If it *is* the very last index, then there are only three points @@ -401,19 +406,19 @@ def add_mNrmTrg(self, solution): # If no uncertainty, return the degenerate targets for the PF model if hasattr(self, "TranShkMinNext"): # Then it has transitory shocks # Handle the degenerate case where shocks are of size zero - if ((self.TranShkMinNext == 1.0) and (self.PermShkMinNext == 1.0)): + if (self.TranShkMinNext == 1.0) and (self.PermShkMinNext == 1.0): # but they are of zero size (and also permanent are zero) if self.GICRaw: # max of nat and art boro cnst if type(self.BoroCnstArt) == type(None): solution.mNrmStE = -self.hNrmNow solution.mNrmTrg = -self.hNrmNow else: - bNrmNxt = -self.BoroCnstArt * self.Rfree/self.PermGroFac + bNrmNxt = -self.BoroCnstArt * self.Rfree / self.PermGroFac solution.mNrmStE = bNrmNxt + 1.0 solution.mNrmTrg = bNrmNxt + 1.0 else: # infinity - solution.mNrmStE = float('inf') - solution.mNrmTrg = float('inf') + solution.mNrmStE = float("inf") + solution.mNrmTrg = float("inf") return solution # First find @@ -421,9 +426,9 @@ def add_mNrmTrg(self, solution): if type(self) == ConsPerfForesightSolver: Ex_PermShkInv = 1.0 else: - Ex_PermShkInv = np.dot(1/self.PermShkValsNext, self.ShkPrbsNext) + Ex_PermShkInv = np.dot(1 / self.PermShkValsNext, self.ShkPrbsNext) - Ex_RNrmFac = (self.Rfree/self.PermGroFac)*Ex_PermShkInv + Ex_RNrmFac = (self.Rfree / self.PermGroFac) * Ex_PermShkInv # mNrmTrg solves Rcalbar*(m - c(m)) + E[inc_next] = m. Define a # rearranged version. @@ -465,13 +470,13 @@ def add_mNrmStE(self, solution): # All combinations of c and m that yield E[PermGroFac PermShkVal mNext] = mNow # https://econ-ark.github.io/BufferStockTheory/#The-Individual-Steady-State - PF_RNrm = self.Rfree/self.PermGroFac + PF_RNrm = self.Rfree / self.PermGroFac # If we are working with a model that permits uncertainty but that # uncertainty has been set to zero, return the correct answer # by hand because in this degenerate case numerical search may # have trouble if hasattr(self, "TranShkMinNext"): # Then it has transitory shocks - if ((self.TranShkMinNext == 1.0) and (self.PermShkMinNext == 1.0)): + if (self.TranShkMinNext == 1.0) and (self.PermShkMinNext == 1.0): # but they are of zero size (and permanent shocks also not there) if self.GICRaw: # max of nat and art boro cnst # breakpoint() @@ -479,12 +484,12 @@ def add_mNrmStE(self, solution): solution.mNrmStE = -self.hNrmNow solution.mNrmTrg = -self.hNrmNow else: - bNrmNxt = -self.BoroCnstArt * self.Rfree/self.PermGroFac + bNrmNxt = -self.BoroCnstArt * self.Rfree / self.PermGroFac solution.mNrmStE = bNrmNxt + 1.0 solution.mNrmTrg = bNrmNxt + 1.0 else: # infinity - solution.mNrmStE = float('inf') - solution.mNrmTrg = float('inf') + solution.mNrmStE = float("inf") + solution.mNrmTrg = float("inf") return solution Ex_PermShk_tp1_times_m_tp1_minus_m_t = ( @@ -524,8 +529,8 @@ def add_stable_points(self, solution): # 1. There is a non-degenerate SS for constrained PF model if GICRaw holds. # Therefore # Check if (GICRaw and BoroCnstArt) and if so compute them both - thorn = (self.Rfree*self.DiscFacEff)**(1/self.CRRA) - GICRaw = 1 > thorn/self.PermGroFac + thorn = (self.Rfree * self.DiscFacEff) ** (1 / self.CRRA) + GICRaw = 1 > thorn / self.PermGroFac if self.BoroCnstArt is not None and GICRaw: solution = self.add_mNrmStE(solution) solution = self.add_mNrmTrg(solution) @@ -837,7 +842,8 @@ def m_nrm_next(self, shocks, a_nrm): Parameters ---------- shocks: [float] - Permanent and transitory income shock levels. a_nrm: float + Permanent and transitory income shock levels. + a_nrm: float Normalized market assets this period Returns @@ -845,8 +851,7 @@ def m_nrm_next(self, shocks, a_nrm): float normalized market resources in the next period """ - return self.Rfree / (self.PermGroFac * shocks[0]) \ - * a_nrm + shocks[1] + return self.Rfree / (self.PermGroFac * shocks[0]) * a_nrm + shocks[1] def calc_EndOfPrdvP(self): """ @@ -865,18 +870,15 @@ def calc_EndOfPrdvP(self): """ def vp_next(shocks, a_nrm): - return shocks[0] ** (-self.CRRA) \ - * self.vPfuncNext(self.m_nrm_next(shocks, a_nrm)) + return shocks[0] ** (-self.CRRA) * self.vPfuncNext( + self.m_nrm_next(shocks, a_nrm) + ) EndOfPrdvP = ( self.DiscFacEff * self.Rfree * self.PermGroFac ** (-self.CRRA) - * calc_expectation( - self.IncShkDstn, - vp_next, - self.aNrmNow - ) + * calc_expectation(self.IncShkDstn, vp_next, self.aNrmNow) ) return EndOfPrdvP @@ -1019,13 +1021,15 @@ def add_stable_points(self, solution): # 0. Check if GICRaw holds. If so, then mNrmStE will exist. So, compute it. # 1. Check if GICNrm holds. If so, then mNrmTrg will exist. So, compute it. - thorn = (self.Rfree*self.DiscFacEff)**(1/self.CRRA) + thorn = (self.Rfree * self.DiscFacEff) ** (1 / self.CRRA) GPFRaw = thorn / self.PermGroFac self.GPFRaw = GPFRaw - GPFNrm = thorn / self.PermGroFac / np.dot(1/self.PermShkValsNext, self.ShkPrbsNext) + GPFNrm = ( + thorn / self.PermGroFac / np.dot(1 / self.PermShkValsNext, self.ShkPrbsNext) + ) self.GPFNrm = GPFNrm - GICRaw = 1 > thorn/self.PermGroFac + GICRaw = 1 > thorn / self.PermGroFac self.GICRaw = GICRaw GICNrm = 1 > GPFNrm self.GICNrm = GICNrm @@ -1109,20 +1113,18 @@ def make_cubic_cFunc(self, mNrm, cNrm): cFuncUnc : CubicInterp The unconstrained consumption function for this period. """ + def vpp_next(shocks, a_nrm): - return shocks[0] ** (- self.CRRA - 1.0) \ - * self.vPPfuncNext(self.m_nrm_next(shocks, a_nrm)) + return shocks[0] ** (-self.CRRA - 1.0) * self.vPPfuncNext( + self.m_nrm_next(shocks, a_nrm) + ) EndOfPrdvPP = ( self.DiscFacEff * self.Rfree * self.Rfree * self.PermGroFac ** (-self.CRRA - 1.0) - * calc_expectation( - self.IncShkDstn, - vpp_next, - self.aNrmNow - ) + * calc_expectation(self.IncShkDstn, vpp_next, self.aNrmNow) ) dcda = EndOfPrdvPP / self.uPP(np.array(cNrm[1:])) MPC = dcda / (dcda + 1.0) @@ -1148,11 +1150,12 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): ------- none """ + def v_lvl_next(shocks, a_nrm): return ( - shocks[0] ** (1.0 - self.CRRA) - * self.PermGroFac ** (1.0 - self.CRRA) + shocks[0] ** (1.0 - self.CRRA) * self.PermGroFac ** (1.0 - self.CRRA) ) * self.vFuncNext(self.m_nrm_next(shocks, a_nrm)) + EndOfPrdv = self.DiscFacEff * calc_expectation( self.IncShkDstn, v_lvl_next, self.aNrmNow ) @@ -1490,7 +1493,7 @@ def prepare_to_calc_EndOfPrdvP(self): self.i_kink = ( np.sum(aNrmNow <= 0) - 1 ) # Save the index of the kink point as an attribute - Rfree_vec[0: self.i_kink] = self.Rboro + Rfree_vec[0 : self.i_kink] = self.Rboro self.Rfree = Rfree_vec Rfree_temp = np.tile(Rfree_vec, (ShkCount, 1)) @@ -1533,25 +1536,26 @@ def prepare_to_calc_EndOfPrdvP(self): # Make a dictionary to specify a perfect foresight consumer type init_perfect_foresight = { - 'cycles' : 1, # Finite, non-cyclic model - 'CRRA': 2.0, # Coefficient of relative risk aversion, - 'Rfree': 1.03, # Interest factor on assets - 'DiscFac': 0.96, # Intertemporal discount factor - 'LivPrb': [0.98], # Survival probability - 'PermGroFac': [1.01], # Permanent income growth factor - 'BoroCnstArt': None, # Artificial borrowing constraint - 'MaxKinks': 400, # Maximum number of grid points to allow in cFunc (should be large) - 'AgentCount': 10000, # Number of agents of this type (only matters for simulation) - 'aNrmInitMean': 0.0, # Mean of log initial assets (only matters for simulation) - 'aNrmInitStd': 1.0, # Standard deviation of log initial assets (only for simulation) - 'pLvlInitMean': 0.0, # Mean of log initial permanent income (only matters for simulation) + "cycles": 1, # Finite, non-cyclic model + "CRRA": 2.0, # Coefficient of relative risk aversion, + "Rfree": 1.03, # Interest factor on assets + "DiscFac": 0.96, # Intertemporal discount factor + "LivPrb": [0.98], # Survival probability + "PermGroFac": [1.01], # Permanent income growth factor + "BoroCnstArt": None, # Artificial borrowing constraint + "MaxKinks": 400, # Maximum number of grid points to allow in cFunc (should be large) + "AgentCount": 10000, # Number of agents of this type (only matters for simulation) + "aNrmInitMean": 0.0, # Mean of log initial assets (only matters for simulation) + "aNrmInitStd": 1.0, # Standard deviation of log initial assets (only for simulation) + "pLvlInitMean": 0.0, # Mean of log initial permanent income (only matters for simulation) # Standard deviation of log initial permanent income (only matters for simulation) - 'pLvlInitStd': 0.0, + "pLvlInitStd": 0.0, # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation) - 'PermGroFacAgg': 1.0, - 'T_age': None, # Age after which simulated agents are automatically killed - 'T_cycle': 1, # Number of periods in the cycle for this agent type - "PerfMITShk": False # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True + "PermGroFacAgg": 1.0, + "T_age": None, # Age after which simulated agents are automatically killed + "T_cycle": 1, # Number of periods in the cycle for this agent type + "PerfMITShk": False + # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True } @@ -1579,8 +1583,8 @@ class PerfForesightConsumerType(AgentType): MPCmax=1.0, ) time_vary_ = ["LivPrb", "PermGroFac"] - time_inv_ = ["CRRA", "Rfree", "DiscFac", "MaxKinks", "BoroCnstArt" ] - state_vars = ['pLvl', 'PlvlAgg', 'bNrm', 'mNrm', "aNrm", 'aLvl'] + time_inv_ = ["CRRA", "Rfree", "DiscFac", "MaxKinks", "BoroCnstArt"] + state_vars = ["pLvl", "PlvlAgg", "bNrm", "mNrm", "aNrm", "aLvl"] shock_vars_ = [] def __init__(self, verbose=1, quiet=False, **kwds): @@ -1647,7 +1651,9 @@ def update_solution_terminal(self): none """ self.solution_terminal.vFunc = ValueFuncCRRA(self.cFunc_terminal_, self.CRRA) - self.solution_terminal.vPfunc = MargValueFuncCRRA(self.cFunc_terminal_, self.CRRA) + self.solution_terminal.vPfunc = MargValueFuncCRRA( + self.cFunc_terminal_, self.CRRA + ) self.solution_terminal.vPPfunc = MargMargValueFuncCRRA( self.cFunc_terminal_, self.CRRA ) @@ -1674,7 +1680,7 @@ def unpack_cFunc(self): def initialize_sim(self): self.PermShkAggNow = self.PermGroFacAgg # This never changes during simulation - self.state_now['PlvlAgg'] = 1.0 + self.state_now["PlvlAgg"] = 1.0 AgentType.initialize_sim(self) def sim_birth(self, which_agents): @@ -1694,26 +1700,26 @@ def sim_birth(self, which_agents): """ # Get and store states for newly born agents N = np.sum(which_agents) # Number of new consumers to make - self.state_now['aNrm'][which_agents] = Lognormal( + self.state_now["aNrm"][which_agents] = Lognormal( mu=self.aNrmInitMean, sigma=self.aNrmInitStd, seed=self.RNG.randint(0, 2 ** 31 - 1), ).draw(N) # why is a now variable set here? Because it's an aggregate. pLvlInitMeanNow = self.pLvlInitMean + np.log( - self.state_now['PlvlAgg'] + self.state_now["PlvlAgg"] ) # Account for newer cohorts having higher permanent income - self.state_now['pLvl'][which_agents] = Lognormal( - pLvlInitMeanNow, - self.pLvlInitStd, - seed=self.RNG.randint(0, 2 ** 31 - 1) + self.state_now["pLvl"][which_agents] = Lognormal( + pLvlInitMeanNow, self.pLvlInitStd, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(N) self.t_age[which_agents] = 0 # How many periods since each agent was born - if self.PerfMITShk == False: # If True, Newborns inherit t_cycle of agent they replaced (i.e. t_cycles are not reset). + if ( + self.PerfMITShk == False + ): # If True, Newborns inherit t_cycle of agent they replaced (i.e. t_cycles are not reset). self.t_cycle[ which_agents ] = 0 # Which period of the cycle each agent is currently in - + return None def sim_death(self): @@ -1766,10 +1772,10 @@ def get_shocks(self): None """ PermGroFac = np.array(self.PermGroFac) - self.shocks['PermShk'] = PermGroFac[ + self.shocks["PermShk"] = PermGroFac[ self.t_cycle - 1 ] # cycle time has already been advanced - self.shocks['TranShk'] = np.ones(self.AgentCount) + self.shocks["TranShk"] = np.ones(self.AgentCount) def get_Rfree(self): """ @@ -1788,18 +1794,18 @@ def get_Rfree(self): return RfreeNow def transition(self): - pLvlPrev = self.state_prev['pLvl'] - aNrmPrev = self.state_prev['aNrm'] + pLvlPrev = self.state_prev["pLvl"] + aNrmPrev = self.state_prev["aNrm"] RfreeNow = self.get_Rfree() # Calculate new states: normalized market resources and permanent income level - pLvlNow = pLvlPrev*self.shocks['PermShk'] # Updated permanent income level + pLvlNow = pLvlPrev * self.shocks["PermShk"] # Updated permanent income level # Updated aggregate permanent productivity level - PlvlAggNow = self.state_prev['PlvlAgg']*self.PermShkAggNow + PlvlAggNow = self.state_prev["PlvlAgg"] * self.PermShkAggNow # "Effective" interest factor on normalized assets - ReffNow = RfreeNow/self.shocks['PermShk'] - bNrmNow = ReffNow*aNrmPrev # Bank balances before labor income - mNrmNow = bNrmNow + self.shocks['TranShk'] # Market resources after income + ReffNow = RfreeNow / self.shocks["PermShk"] + bNrmNow = ReffNow * aNrmPrev # Bank balances before labor income + mNrmNow = bNrmNow + self.shocks["TranShk"] # Market resources after income return pLvlNow, PlvlAggNow, bNrmNow, mNrmNow, None @@ -1820,9 +1826,9 @@ def get_controls(self): for t in range(self.T_cycle): these = t == self.t_cycle cNrmNow[these], MPCnow[these] = self.solution[t].cFunc.eval_with_derivative( - self.state_now['mNrm'][these] + self.state_now["mNrm"][these] ) - self.controls['cNrm'] = cNrmNow + self.controls["cNrm"] = cNrmNow # MPCnow is not really a control self.MPCnow = MPCnow @@ -1841,9 +1847,9 @@ def get_poststates(self): None """ # should this be "Now", or "Prev"?!? - self.state_now['aNrm'] = self.state_now['mNrm'] - self.controls['cNrm'] + self.state_now["aNrm"] = self.state_now["mNrm"] - self.controls["cNrm"] # Useful in some cases to precalculate asset level - self.state_now['aLvl'] = self.state_now['aNrm'] * self.state_now['pLvl'] + self.state_now["aLvl"] = self.state_now["aNrm"] * self.state_now["pLvl"] # moves now to prev super().get_poststates() @@ -1883,7 +1889,9 @@ def check_AIC(self, verbose=None): Evaluate and report on the Absolute Impatience Condition """ name = "AIC" - def test(agent): return agent.thorn < 1 + + def test(agent): + return agent.thorn < 1 messages = { True: "The value of the Absolute Patience Factor (APF) for the supplied parameter values satisfies the Absolute Impatience Condition.", @@ -1904,7 +1912,8 @@ def check_GICRaw(self, verbose=None): self.GPFRaw = self.thorn / self.PermGroFac[0] - def test(agent): return agent.GPFRaw < 1 + def test(agent): + return agent.GPFRaw < 1 messages = { True: "The value of the Growth Patience Factor for the supplied parameter values satisfies the Perfect Foresight Growth Impatience Condition.", @@ -1926,7 +1935,9 @@ def check_RIC(self, verbose=None): self.RPF = self.thorn / self.Rfree name = "RIC" - def test(agent): return self.RPF < 1 + + def test(agent): + return self.RPF < 1 messages = { True: "The value of the Return Patience Factor for the supplied parameter values satisfies the Return Impatience Condition.", @@ -1949,7 +1960,9 @@ def check_FHWC(self, verbose=None): self.cNrmPDV = 1.0 / (1.0 - self.thorn / self.Rfree) name = "FHWC" - def test(agent): return self.FHWF < 1 + + def test(agent): + return self.FHWF < 1 messages = { True: "The Finite Human wealth factor value for the supplied parameter values satisfies the Finite Human Wealth Condition.", @@ -2036,7 +2049,8 @@ def check_conditions(self, verbose=None): "T_retire": 0, # Period of retirement (0 --> no retirement) "vFuncBool": False, # Whether to calculate the value function during solution "CubicBool": False, # Use cubic spline interpolation when True, linear interpolation when False - "neutral_measure": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True. + "neutral_measure": False, + # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True. } ) @@ -2063,16 +2077,14 @@ class IndShockConsumerType(PerfForesightConsumerType): time_inv_.remove( "MaxKinks" ) # This is in the PerfForesight model but not ConsIndShock - shock_vars_ = ['PermShk', 'TranShk'] + shock_vars_ = ["PermShk", "TranShk"] def __init__(self, verbose=1, quiet=False, **kwds): params = init_idiosyncratic_shocks.copy() params.update(kwds) # Initialize a basic AgentType - PerfForesightConsumerType.__init__( - self, verbose=verbose, quiet=quiet, **params - ) + PerfForesightConsumerType.__init__(self, verbose=verbose, quiet=quiet, **params) # Add consumer-type specific objects, copying to create independent versions if (not self.CubicBool) and (not self.vFuncBool): @@ -2185,9 +2197,7 @@ def get_shocks(self): N = np.sum(these) if N > 0: - IncShkDstnNow = self.IncShkDstn[ - t - ] # set current income distribution + IncShkDstnNow = self.IncShkDstn[t] # set current income distribution PermGroFacNow = self.PermGroFac[t] # and permanent growth factor # Get random draws of income shocks from the discrete distribution IncShks = IncShkDstnNow.draw(N) @@ -2217,8 +2227,8 @@ def get_shocks(self): # Store the shocks in self self.EmpNow = np.ones(self.AgentCount, dtype=bool) self.EmpNow[TranShkNow == self.IncUnemp] = False - self.shocks['PermShk'] = PermShkNow - self.shocks['TranShk'] = TranShkNow + self.shocks["PermShk"] = PermShkNow + self.shocks["TranShk"] = TranShkNow def calc_bounding_values(self): """ @@ -2384,7 +2394,9 @@ def check_GICNrm(self, verbose=None): ) # [url]/#GICRawI name = "GICRaw" - def test(agent): return agent.GPFNrm <= 1 + + def test(agent): + return agent.GPFNrm <= 1 messages = { True: "\nThe value of the Individual Growth Patience Factor for the supplied parameter values satisfies the Growth Impatience Condition; the value of the GPFNrm is: {0.GPFNrm}", @@ -2400,7 +2412,9 @@ def test(agent): return agent.GPFNrm <= 1 def check_GICAggLivPrb(self, verbose=None): name = "GICAggLivPrb" - def test(agent): return agent.GPFAggLivPrb <= 1 + + def test(agent): + return agent.GPFAggLivPrb <= 1 messages = { True: "\nThe value of the Mortality Adjusted Aggregate Growth Patience Factor for the supplied parameter values satisfies the Mortality Adjusted Aggregate Growth Imatience Condition; the value of the GPFAggLivPrb is: {0.GPFAggLivPrb}", @@ -2428,7 +2442,9 @@ def check_WRIC(self, verbose=None): ) name = "WRIC" - def test(agent): return agent.WRPF <= 1 + + def test(agent): + return agent.WRPF <= 1 messages = { True: "\nThe Weak Return Patience Factor value for the supplied parameter values satisfies the Weak Return Impatience Condition; the WRPF is {0.WRPF}.", @@ -2448,8 +2464,7 @@ def check_FVAC(self, verbose=None): Hyperlink to paper: [url]/#Autarky-Value """ EpShkuInv = calc_expectation( - self.PermShkDstn[0], - lambda x: x ** (1 - self.CRRA) + self.PermShkDstn[0], lambda x: x ** (1 - self.CRRA) ) if self.CRRA != 1.0: @@ -2464,7 +2479,9 @@ def check_FVAC(self, verbose=None): self.VAF = self.LivPrb[0] * self.DiscFac * self.uInvEpShkuInv name = "FVAC" - def test(agent): return agent.VAF <= 1 + + def test(agent): + return agent.VAF <= 1 messages = { True: "\nThe Value of Autarky Factor (VAF) for the supplied parameter values satisfies the Finite Value of Autarky Condition; the VAF is {0.VAF}", @@ -2512,9 +2529,7 @@ def check_conditions(self, verbose=None): # would be referenced below as: # [url]/#Uncertainty-Modified-Conditions - self.Ex_PermShkInv = calc_expectation( - self.PermShkDstn[0], lambda x: 1 / x - ) + self.Ex_PermShkInv = calc_expectation(self.PermShkDstn[0], lambda x: 1 / x) # $\Ex_{t}[\psi^{-1}_{t+1}]$ (in first eqn in sec) # [url]/#Pat, adjusted to include mortality @@ -2522,7 +2537,9 @@ def check_conditions(self, verbose=None): self.InvEx_PermShkInv = ( 1 / self.Ex_PermShkInv ) # $\underline{\psi}$ in the paper (\bar{\isp} in private version) - self.PermGroFacAdj = self.PermGroFac[0] * self.InvEx_PermShkInv # [url]/#PGroAdj + self.PermGroFacAdj = ( + self.PermGroFac[0] * self.InvEx_PermShkInv + ) # [url]/#PGroAdj self.thorn = ((self.Rfree * self.DiscFac)) ** (1 / self.CRRA) @@ -2730,10 +2747,10 @@ def construct_lognormal_income_process_unemployment(self): if not hasattr(self, "neutral_measure"): self.neutral_measure = False - + if self.neutral_measure == True: - PermShkDstn_t.pmf = PermShkDstn_t.X*PermShkDstn_t.pmf - + PermShkDstn_t.pmf = PermShkDstn_t.X * PermShkDstn_t.pmf + IncShkDstn.append( combine_indep_dstns( PermShkDstn_t, @@ -2815,10 +2832,7 @@ def calc_bounding_values(self): PermShkValsNext = self.IncShkDstn[0][1] TranShkValsNext = self.IncShkDstn[0][2] ShkPrbsNext = self.IncShkDstn[0][0] - Ex_IncNext = calc_expectation( - IncShkDstn, - lambda trans, perm: trans * perm - ) + Ex_IncNext = calc_expectation(IncShkDstn, lambda trans, perm: trans * perm) PermShkMinNext = np.min(PermShkValsNext) TranShkMinNext = np.min(TranShkValsNext) WorstIncNext = PermShkMinNext * TranShkMinNext @@ -2896,7 +2910,7 @@ def get_Rfree(self): Array of size self.AgentCount with risk free interest rate for each agent. """ RfreeNow = self.Rboro * np.ones(self.AgentCount) - RfreeNow[self.state_prev['aNrm'] > 0] = self.Rsave + RfreeNow[self.state_prev["aNrm"] > 0] = self.Rsave return RfreeNow def check_conditions(self): @@ -3060,11 +3074,10 @@ def construct_assets_grid(parameters): init_lifecycle.update(income_params) init_lifecycle.update({"LivPrb": liv_prb}) - # Make a dictionary to specify an infinite consumer with a four period cycle init_cyclical = copy(init_idiosyncratic_shocks) -init_cyclical['PermGroFac'] = [1.1, 1.082251, 2.8, 0.3] -init_cyclical['PermShkStd'] = [0.1, 0.1, 0.1, 0.1] -init_cyclical['TranShkStd'] = [0.1, 0.1, 0.1, 0.1] -init_cyclical['LivPrb'] = 4*[0.98] -init_cyclical['T_cycle'] = 4 \ No newline at end of file +init_cyclical["PermGroFac"] = [1.1, 1.082251, 2.8, 0.3] +init_cyclical["PermShkStd"] = [0.1, 0.1, 0.1, 0.1] +init_cyclical["TranShkStd"] = [0.1, 0.1, 0.1, 0.1] +init_cyclical["LivPrb"] = 4 * [0.98] +init_cyclical["T_cycle"] = 4 diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 5c84f91a2..dbaafe4e6 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -6,20 +6,26 @@ risky assets that will be useful to models what will inherit from it. """ from copy import deepcopy +from dataclasses import dataclass import numpy as np +from HARK import make_one_period_oo_solver from HARK.ConsumptionSaving.ConsIndShockModel import ( + ConsIndShockSolver, + ConsumerSolution, IndShockConsumerType, # PortfolioConsumerType inherits from it init_idiosyncratic_shocks, # Baseline dictionary to build on ) from HARK.distribution import ( + DiscreteDistribution, + calc_expectation, combine_indep_dstns, IndexDistribution, Lognormal, Bernoulli, ) -from HARK.utilities import NullFunc +from HARK.interpolation import LinearInterp, MargValueFuncCRRA, ValueFuncCRRA class RiskyAssetConsumerType(IndShockConsumerType): @@ -47,7 +53,7 @@ def __init__(self, verbose=False, quiet=False, **kwds): # These method must be overwritten by classes that inherit from # RiskyAssetConsumerType - self.solve_one_period = NullFunc() + self.solve_one_period = make_one_period_oo_solver(ConsRiskySolver) def pre_solve(self): self.update_solution_terminal() @@ -103,8 +109,7 @@ def update_RiskyDstn(self): # agent does *not* have age-varying beliefs about the risky asset (base case) else: self.RiskyDstn = Lognormal.from_mean_std( - self.RiskyAvg, - self.RiskyStd, + self.RiskyAvg, self.RiskyStd, ).approx(self.RiskyCount) self.add_to_time_inv("RiskyDstn") @@ -239,6 +244,183 @@ def get_shocks(self): self.get_Adjust() +#################################################################################################### +#################################################################################################### + + +@dataclass +class ConsRiskySolver(ConsIndShockSolver): + solution_next: ConsumerSolution + IncShkDstn: DiscreteDistribution + TranShkDstn: DiscreteDistribution + PermShkDstn: DiscreteDistribution + RiskyDstn: DiscreteDistribution + LivPrb: float + DiscFac: float + CRRA: float + Rfree: float + PermGroFac: float + BoroCnstArt: float + aXtraGrid: np.array + vFuncBool: bool + CubicBool: bool + + def __post_init__(self): + self.def_utility_funcs() + + # Make sure the individual is liquidity constrained. Allowing a consumer to + # borrow *and* invest in an asset with unbounded (negative) returns is a bad mix. + if self.BoroCnstArt != 0.0: + raise ValueError("RiskyAssetConsumerType must have BoroCnstArt=0.0!") + + if self.CubicBool: + raise NotImplementedError( + "RiskyAssetConsumerType does not implement cubic interpolation yet!" + ) + + def def_BoroCnst(self, BoroCnstArt): + + # Natural Borrowing Constraint is always 0.0 in risky return models + self.BoroCnstNat = 0.0 + # minimum normalized cash on hand is 0.0 + self.mNrmMinNow = 0.0 + + self.MPCmaxEff = self.MPCmaxNow + + # Define the borrowing constraint (limiting consumption function) + self.cFuncNowCnst = LinearInterp( + np.array([self.mNrmMinNow, self.mNrmMinNow + 1]), np.array([0.0, 1.0]) + ) + + def calc_EndOfPrdvP(self): + """ + Calculate end-of-period marginal value of assets at each point in aNrmNow. + Does so by taking a weighted sum of next period marginal values across + income shocks (in a preconstructed grid self.mNrmNext). + + Parameters + ---------- + none + + Returns + ------- + EndOfPrdvP : np.array + A 1D array of end-of-period marginal value of assets + """ + + self.BoroCnstNat = 0.0 + self.aNrmNow = np.asarray(self.aXtraGrid) + self.BoroCnstNat + + self.agrid = self.aXtraGrid + self.bgrid = np.append( + self.agrid[0] * self.RiskyDstn.X.min(), self.agrid * self.RiskyDstn.X.max() + ) + self.wgrid = np.append( + self.bgrid[0] / (self.PermGroFac * self.PermShkDstn.X.max()), + self.bgrid / (self.PermGroFac * self.PermShkDstn.X.min()), + ) + + # calculate expectation with respect to transitory shock + + def preTranShkvPfunc(tran_shk, w_nrm): + return self.vPfuncNext(w_nrm + tran_shk) + + preTranShkvP = calc_expectation(self.TranShkDstn, preTranShkvPfunc, self.wgrid) + preTranShkvPNvrs = self.uPinv(preTranShkvP) + # Need to add value of 0 at borrowing constraint + preTranShkvPNvrsFunc = LinearInterp( + np.append(0, self.wgrid), np.append(0, preTranShkvPNvrs) + ) + self.preTranShkvPfunc = MargValueFuncCRRA(preTranShkvPNvrsFunc, self.CRRA) + + # calculate expectation with respect to permanent shock + + def prePermShkvPfunc(perm_shk, b_nrm): + shock = perm_shk * self.PermGroFac + return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) + + prePermShkvP = calc_expectation(self.PermShkDstn, prePermShkvPfunc, self.bgrid) + prePermShkvPNvrs = self.uPinv(prePermShkvP) + # Need to add value of 0 at borrowing constraint + prePermShkvPNvrsFunc = LinearInterp( + np.append(0, self.bgrid), np.append(0, prePermShkvPNvrs) + ) + self.prePermShkvPfunc = MargValueFuncCRRA(prePermShkvPNvrsFunc, self.CRRA) + + # calculate expectation with respect to risky shock + + def preRiskyShkvPfunc(risky_shk, a_nrm): + return risky_shk * self.prePermShkvPfunc(a_nrm * risky_shk) + + preRiskyShkvP = self.DiscFacEff * calc_expectation( + self.RiskyDstn, preRiskyShkvPfunc, self.agrid + ) + preRiskyShkvPNvrs = self.uPinv(preRiskyShkvP) + # Need to add value of 0 at borrowing constraint + preRiskyShkvPNvrsFunc = LinearInterp( + np.append(0, self.agrid), np.append(0, preRiskyShkvPNvrs) + ) + self.preRiskyShkvPfunc = MargValueFuncCRRA(preRiskyShkvPNvrsFunc, self.CRRA) + + EndOfPrdvP = preRiskyShkvP + + return EndOfPrdvP + + def make_EndOfPrdvFunc(self, EndOfPrdvP): + """ + Construct the end-of-period value function for this period, storing it + as an attribute of self for use by other methods. + + Parameters + ---------- + EndOfPrdvP : np.array + Array of end-of-period marginal value of assets corresponding to the + asset values in self.aNrmNow. + + Returns + ------- + none + """ + + def preTranShkvFunc(tran_shk, w_nrm): + return self.vFuncNext(w_nrm + tran_shk) + + preTranShkv = calc_expectation(self.TranShkDstn, preTranShkvFunc, self.wgrid) + # value transformed through inverse utility + preTranShkvNvrs = self.uinv(preTranShkv) + preTranShkvNvrsFunc = LinearInterp( + np.append(0, self.wgrid), np.append(0, preTranShkvNvrs) + ) + self.preTranShkvFunc = ValueFuncCRRA(preTranShkvNvrsFunc, self.CRRA) + + def prePermShkvFunc(perm_shk, b_nrm): + shock = perm_shk * self.PermGroFac + return shock ** (1.0 - self.CRRA) * self.preTranShkvFunc(b_nrm / shock) + + prePermShkv = calc_expectation(self.PermShkDstn, prePermShkvFunc, self.bgrid) + # value transformed through inverse utility + prePermShkvNvrs = self.uinv(prePermShkv) + prePermShkvNvrsFunc = LinearInterp( + np.append(0, self.bgrid), np.append(0, prePermShkvNvrs) + ) + self.prePermShkvFunc = ValueFuncCRRA(prePermShkvNvrsFunc, self.CRRA) + + def preRiskyShkvFunc(risky_shk, a_nrm): + return self.prePermShkvFunc(risky_shk * a_nrm) + + preRiskyShkv = self.DiscFacEff * calc_expectation( + self.RiskyDstn, preRiskyShkvFunc, self.agrid + ) + # value transformed through inverse utility + preRiskyShkvNvrs = self.uinv(preRiskyShkv) + preRiksyShkNvrsFunc = LinearInterp( + np.append(0, self.agrid), np.append(0, preRiskyShkvNvrs) + ) + self.preRiskyShkvFunc = ValueFuncCRRA(preRiksyShkNvrsFunc, self.CRRA) + + self.EndOfPrdvFunc = self.preRiskyShkvFunc + + # %% Initial parameter sets # %% Base risky asset dictionary From d94c2d9d0c4d6a0d79de6b0232385dd5a0f83d58 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 10:52:23 -0500 Subject: [PATCH 02/52] Update ConsRiskyAssetModel.py update patience factor when return is risky --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 29 ++++++++++++++++++- 1 file changed, 28 insertions(+), 1 deletion(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index dbaafe4e6..ffa2acd24 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -109,7 +109,7 @@ def update_RiskyDstn(self): # agent does *not* have age-varying beliefs about the risky asset (base case) else: self.RiskyDstn = Lognormal.from_mean_std( - self.RiskyAvg, self.RiskyStd, + self.RiskyAvg, self.RiskyStd ).approx(self.RiskyCount) self.add_to_time_inv("RiskyDstn") @@ -278,6 +278,33 @@ def __post_init__(self): "RiskyAssetConsumerType does not implement cubic interpolation yet!" ) + def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): + super().set_and_update_values(solution_next, IncShkDstn, LivPrb, DiscFac) + + # overwrite PatFac + + def pat_fac_func(shock): + return shock ** (1.0 - self.CRRA) + + self.PatFac = ( + calc_expectation(self.RiskyDstn, pat_fac_func) * self.DiscFacEff + ) ** (1.0 / self.CRRA) + + self.MPCminNow = 1.0 / (1.0 + self.PatFac / solution_next.MPCmin) + + self.hNrmNow = ( + self.PermGroFac / self.Rfree * (self.Ex_IncNext + solution_next.hNrm) + ) + self.MPCmaxNow = 1.0 / ( + 1.0 + + (self.WorstIncPrb ** (1.0 / self.CRRA)) + * self.PatFac + / solution_next.MPCmax + ) + + self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow + self.cFuncLimitSlope = self.MPCminNow + def def_BoroCnst(self, BoroCnstArt): # Natural Borrowing Constraint is always 0.0 in risky return models From e71a6bc2b89ed5a032f95033839a62b69a2a97cf Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 12:40:56 -0500 Subject: [PATCH 03/52] Update ConsRiskyAssetModel.py adjust natural borrowing constraint to lowest transitory shock; BoroCnstArt == 0.0 --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index ffa2acd24..ae109fc99 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -308,11 +308,17 @@ def pat_fac_func(shock): def def_BoroCnst(self, BoroCnstArt): # Natural Borrowing Constraint is always 0.0 in risky return models - self.BoroCnstNat = 0.0 + self.BoroCnstNat = -self.TranShkDstn.X.min() + # Flag for whether the natural borrowing constraint is zero + self.zero_bound = self.BoroCnstNat == BoroCnstArt + # minimum normalized cash on hand is 0.0 - self.mNrmMinNow = 0.0 + self.mNrmMinNow = BoroCnstArt - self.MPCmaxEff = self.MPCmaxNow + if self.BoroCnstNat < self.mNrmMinNow: + self.MPCmaxEff = 1.0 # If actually constrained, MPC near limit is 1 + else: + self.MPCmaxEff = self.MPCmaxNow # Define the borrowing constraint (limiting consumption function) self.cFuncNowCnst = LinearInterp( From 665bac1250702ed8bc9357f6b50e7df48e49df80 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 12:41:25 -0500 Subject: [PATCH 04/52] Update ConsRiskyAssetModel.py create asset grids depending on whether natural borrowing constraint is zero or not --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 23 +++++++++++++++++++ 1 file changed, 23 insertions(+) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index ae109fc99..938437431 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -325,6 +325,29 @@ def def_BoroCnst(self, BoroCnstArt): np.array([self.mNrmMinNow, self.mNrmMinNow + 1]), np.array([0.0, 1.0]) ) + def prepare_to_calc_EndOfPrdvP(self): + + if self.zero_bound: + aNrmNow = self.aXtraGrid + bNrmNext = np.append( + aNrmNow[0] * self.RiskyDstn.X.min(), + aNrmNow * self.RiskyDstn.X.max(), + ) + wNrmNext = np.append( + bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), + bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()), + ) + else: + aNrmNow = np.append(self.BoroCnstNat, self.aXtraGrid) + bNrmNext = aNrmNow * self.RiskyDstn.X.max() + wNrmNext = bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()) + + self.aNrmNow = aNrmNow + self.bNrmNext = bNrmNext + self.wNrmNext = wNrmNext + + return self.aNrmNow + def calc_EndOfPrdvP(self): """ Calculate end-of-period marginal value of assets at each point in aNrmNow. From 21f6e20e59ef844b993c94b669399511fa999068 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 12:41:51 -0500 Subject: [PATCH 05/52] Update ConsRiskyAssetModel.py switch out old grids for new grids --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 40 ++++++++----------- 1 file changed, 16 insertions(+), 24 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 938437431..7bee6c717 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -364,28 +364,18 @@ def calc_EndOfPrdvP(self): A 1D array of end-of-period marginal value of assets """ - self.BoroCnstNat = 0.0 - self.aNrmNow = np.asarray(self.aXtraGrid) + self.BoroCnstNat - - self.agrid = self.aXtraGrid - self.bgrid = np.append( - self.agrid[0] * self.RiskyDstn.X.min(), self.agrid * self.RiskyDstn.X.max() - ) - self.wgrid = np.append( - self.bgrid[0] / (self.PermGroFac * self.PermShkDstn.X.max()), - self.bgrid / (self.PermGroFac * self.PermShkDstn.X.min()), - ) - # calculate expectation with respect to transitory shock def preTranShkvPfunc(tran_shk, w_nrm): return self.vPfuncNext(w_nrm + tran_shk) - preTranShkvP = calc_expectation(self.TranShkDstn, preTranShkvPfunc, self.wgrid) + preTranShkvP = calc_expectation( + self.TranShkDstn, preTranShkvPfunc, self.wNrmNext + ) preTranShkvPNvrs = self.uPinv(preTranShkvP) # Need to add value of 0 at borrowing constraint preTranShkvPNvrsFunc = LinearInterp( - np.append(0, self.wgrid), np.append(0, preTranShkvPNvrs) + np.append(0, self.wNrmNext), np.append(0, preTranShkvPNvrs) ) self.preTranShkvPfunc = MargValueFuncCRRA(preTranShkvPNvrsFunc, self.CRRA) @@ -395,11 +385,13 @@ def prePermShkvPfunc(perm_shk, b_nrm): shock = perm_shk * self.PermGroFac return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) - prePermShkvP = calc_expectation(self.PermShkDstn, prePermShkvPfunc, self.bgrid) + prePermShkvP = calc_expectation( + self.PermShkDstn, prePermShkvPfunc, self.bNrmNext + ) prePermShkvPNvrs = self.uPinv(prePermShkvP) # Need to add value of 0 at borrowing constraint prePermShkvPNvrsFunc = LinearInterp( - np.append(0, self.bgrid), np.append(0, prePermShkvPNvrs) + np.append(0, self.bNrmNext), np.append(0, prePermShkvPNvrs) ) self.prePermShkvPfunc = MargValueFuncCRRA(prePermShkvPNvrsFunc, self.CRRA) @@ -409,12 +401,12 @@ def preRiskyShkvPfunc(risky_shk, a_nrm): return risky_shk * self.prePermShkvPfunc(a_nrm * risky_shk) preRiskyShkvP = self.DiscFacEff * calc_expectation( - self.RiskyDstn, preRiskyShkvPfunc, self.agrid + self.RiskyDstn, preRiskyShkvPfunc, self.aNrmNow ) preRiskyShkvPNvrs = self.uPinv(preRiskyShkvP) # Need to add value of 0 at borrowing constraint preRiskyShkvPNvrsFunc = LinearInterp( - np.append(0, self.agrid), np.append(0, preRiskyShkvPNvrs) + np.append(0, self.aNrmNow), np.append(0, preRiskyShkvPNvrs) ) self.preRiskyShkvPfunc = MargValueFuncCRRA(preRiskyShkvPNvrsFunc, self.CRRA) @@ -441,11 +433,11 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): def preTranShkvFunc(tran_shk, w_nrm): return self.vFuncNext(w_nrm + tran_shk) - preTranShkv = calc_expectation(self.TranShkDstn, preTranShkvFunc, self.wgrid) + preTranShkv = calc_expectation(self.TranShkDstn, preTranShkvFunc, self.wNrmNext) # value transformed through inverse utility preTranShkvNvrs = self.uinv(preTranShkv) preTranShkvNvrsFunc = LinearInterp( - np.append(0, self.wgrid), np.append(0, preTranShkvNvrs) + np.append(0, self.wNrmNext), np.append(0, preTranShkvNvrs) ) self.preTranShkvFunc = ValueFuncCRRA(preTranShkvNvrsFunc, self.CRRA) @@ -453,11 +445,11 @@ def prePermShkvFunc(perm_shk, b_nrm): shock = perm_shk * self.PermGroFac return shock ** (1.0 - self.CRRA) * self.preTranShkvFunc(b_nrm / shock) - prePermShkv = calc_expectation(self.PermShkDstn, prePermShkvFunc, self.bgrid) + prePermShkv = calc_expectation(self.PermShkDstn, prePermShkvFunc, self.bNrmNext) # value transformed through inverse utility prePermShkvNvrs = self.uinv(prePermShkv) prePermShkvNvrsFunc = LinearInterp( - np.append(0, self.bgrid), np.append(0, prePermShkvNvrs) + np.append(0, self.bNrmNext), np.append(0, prePermShkvNvrs) ) self.prePermShkvFunc = ValueFuncCRRA(prePermShkvNvrsFunc, self.CRRA) @@ -465,12 +457,12 @@ def preRiskyShkvFunc(risky_shk, a_nrm): return self.prePermShkvFunc(risky_shk * a_nrm) preRiskyShkv = self.DiscFacEff * calc_expectation( - self.RiskyDstn, preRiskyShkvFunc, self.agrid + self.RiskyDstn, preRiskyShkvFunc, self.aNrmNow ) # value transformed through inverse utility preRiskyShkvNvrs = self.uinv(preRiskyShkv) preRiksyShkNvrsFunc = LinearInterp( - np.append(0, self.agrid), np.append(0, preRiskyShkvNvrs) + np.append(0, self.aNrmNow), np.append(0, preRiskyShkvNvrs) ) self.preRiskyShkvFunc = ValueFuncCRRA(preRiksyShkNvrsFunc, self.CRRA) From aa746679efc45884a1cb42b8584b46f17d5dbafb Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 13:49:19 -0500 Subject: [PATCH 06/52] Update ConsIndShockModel.py impose using the class method for this --- HARK/ConsumptionSaving/ConsIndShockModel.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsIndShockModel.py b/HARK/ConsumptionSaving/ConsIndShockModel.py index a369895be..5e5fe0da6 100644 --- a/HARK/ConsumptionSaving/ConsIndShockModel.py +++ b/HARK/ConsumptionSaving/ConsIndShockModel.py @@ -1075,10 +1075,9 @@ def solve(self): solution : ConsumerSolution The solution to the one period problem. """ - self.aNrmNow = np.asarray(self.aXtraGrid) + self.BoroCnstNat - aNrm = self.aNrmNow + aNrmNow = self.prepare_to_calc_EndOfPrdvP() EndOfPrdvP = self.calc_EndOfPrdvP() - solution = self.make_basic_solution(EndOfPrdvP, aNrm, self.make_linear_cFunc) + solution = self.make_basic_solution(EndOfPrdvP, aNrmNow, self.make_linear_cFunc) solution = self.add_MPC_and_human_wealth(solution) solution = self.add_stable_points(solution) From 394613a33d23882ad692a03af4b02b369f94f08e Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 13:50:12 -0500 Subject: [PATCH 07/52] Update ConsRiskyAssetModel.py fix asset grid; add 0.0 if it's not the natural borrowing constraint --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 7bee6c717..8cded464d 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -330,15 +330,14 @@ def prepare_to_calc_EndOfPrdvP(self): if self.zero_bound: aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), - aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()), ) else: - aNrmNow = np.append(self.BoroCnstNat, self.aXtraGrid) + aNrmNow = np.append(self.BoroCnstArt, self.aXtraGrid) bNrmNext = aNrmNow * self.RiskyDstn.X.max() wNrmNext = bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()) From a15612230cec56f118fe99dc98960d3f83a845b7 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 13:50:38 -0500 Subject: [PATCH 08/52] Update ConsRiskyAssetModel.py remove inserting zeros --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 24 +++++-------------- 1 file changed, 6 insertions(+), 18 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 8cded464d..3b4baa7a3 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -373,9 +373,7 @@ def preTranShkvPfunc(tran_shk, w_nrm): ) preTranShkvPNvrs = self.uPinv(preTranShkvP) # Need to add value of 0 at borrowing constraint - preTranShkvPNvrsFunc = LinearInterp( - np.append(0, self.wNrmNext), np.append(0, preTranShkvPNvrs) - ) + preTranShkvPNvrsFunc = LinearInterp(self.wNrmNext, preTranShkvPNvrs) self.preTranShkvPfunc = MargValueFuncCRRA(preTranShkvPNvrsFunc, self.CRRA) # calculate expectation with respect to permanent shock @@ -389,9 +387,7 @@ def prePermShkvPfunc(perm_shk, b_nrm): ) prePermShkvPNvrs = self.uPinv(prePermShkvP) # Need to add value of 0 at borrowing constraint - prePermShkvPNvrsFunc = LinearInterp( - np.append(0, self.bNrmNext), np.append(0, prePermShkvPNvrs) - ) + prePermShkvPNvrsFunc = LinearInterp(self.bNrmNext, prePermShkvPNvrs) self.prePermShkvPfunc = MargValueFuncCRRA(prePermShkvPNvrsFunc, self.CRRA) # calculate expectation with respect to risky shock @@ -404,9 +400,7 @@ def preRiskyShkvPfunc(risky_shk, a_nrm): ) preRiskyShkvPNvrs = self.uPinv(preRiskyShkvP) # Need to add value of 0 at borrowing constraint - preRiskyShkvPNvrsFunc = LinearInterp( - np.append(0, self.aNrmNow), np.append(0, preRiskyShkvPNvrs) - ) + preRiskyShkvPNvrsFunc = LinearInterp(self.aNrmNow, preRiskyShkvPNvrs) self.preRiskyShkvPfunc = MargValueFuncCRRA(preRiskyShkvPNvrsFunc, self.CRRA) EndOfPrdvP = preRiskyShkvP @@ -435,9 +429,7 @@ def preTranShkvFunc(tran_shk, w_nrm): preTranShkv = calc_expectation(self.TranShkDstn, preTranShkvFunc, self.wNrmNext) # value transformed through inverse utility preTranShkvNvrs = self.uinv(preTranShkv) - preTranShkvNvrsFunc = LinearInterp( - np.append(0, self.wNrmNext), np.append(0, preTranShkvNvrs) - ) + preTranShkvNvrsFunc = LinearInterp(self.wNrmNext, preTranShkvNvrs) self.preTranShkvFunc = ValueFuncCRRA(preTranShkvNvrsFunc, self.CRRA) def prePermShkvFunc(perm_shk, b_nrm): @@ -447,9 +439,7 @@ def prePermShkvFunc(perm_shk, b_nrm): prePermShkv = calc_expectation(self.PermShkDstn, prePermShkvFunc, self.bNrmNext) # value transformed through inverse utility prePermShkvNvrs = self.uinv(prePermShkv) - prePermShkvNvrsFunc = LinearInterp( - np.append(0, self.bNrmNext), np.append(0, prePermShkvNvrs) - ) + prePermShkvNvrsFunc = LinearInterp(self.bNrmNext, prePermShkvNvrs) self.prePermShkvFunc = ValueFuncCRRA(prePermShkvNvrsFunc, self.CRRA) def preRiskyShkvFunc(risky_shk, a_nrm): @@ -460,9 +450,7 @@ def preRiskyShkvFunc(risky_shk, a_nrm): ) # value transformed through inverse utility preRiskyShkvNvrs = self.uinv(preRiskyShkv) - preRiksyShkNvrsFunc = LinearInterp( - np.append(0, self.aNrmNow), np.append(0, preRiskyShkvNvrs) - ) + preRiksyShkNvrsFunc = LinearInterp(self.aNrmNow, preRiskyShkvNvrs) self.preRiskyShkvFunc = ValueFuncCRRA(preRiksyShkNvrsFunc, self.CRRA) self.EndOfPrdvFunc = self.preRiskyShkvFunc From fa29229b08a4341c4edcdd8480ea2aae30230c09 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 15:05:25 -0500 Subject: [PATCH 09/52] add IndepDstnBool IndepDstnBool to deal with correlated distributions --- HARK/ConsumptionSaving/ConsIndShockModel.py | 35 +--- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 157 +++++++++++------- 2 files changed, 106 insertions(+), 86 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsIndShockModel.py b/HARK/ConsumptionSaving/ConsIndShockModel.py index 69f32d9a9..c3f3acc40 100644 --- a/HARK/ConsumptionSaving/ConsIndShockModel.py +++ b/HARK/ConsumptionSaving/ConsIndShockModel.py @@ -32,6 +32,7 @@ add_discrete_outcome_constant_mean, calc_expectation, combine_indep_dstns, + IndexDistribution, ) from HARK.distribution import Lognormal, MeanOneLogNormal, Uniform from HARK.interpolation import CubicHermiteInterp as CubicInterp @@ -41,15 +42,7 @@ LinearInterp, ValueFuncCRRA, MargValueFuncCRRA, - MargMargValueFuncCRRA -) -from HARK.distribution import Lognormal, MeanOneLogNormal, Uniform -from HARK.distribution import ( - DiscreteDistribution, - add_discrete_outcome_constant_mean, - calc_expectation, - combine_indep_dstns, - IndexDistribution, + MargMargValueFuncCRRA, ) from HARK.utilities import ( make_grid_exp_mult, @@ -61,16 +54,6 @@ CRRAutility_inv, CRRAutilityP_invP, ) -from HARK import _log -from HARK import set_verbosity_level - -from HARK.Calibration.Income.IncomeTools import ( - parse_income_spec, - parse_time_params, - Cagetti_income, -) -from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf -from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table __all__ = [ "ConsumerSolution", @@ -2847,7 +2830,6 @@ class LognormPermIncShk(DiscreteDistribution): """ def __init__(self, sigma, n_approx, neutral_measure=False, seed=0): - # Construct an auxiliary discretized normal logn_approx = MeanOneLogNormal(sigma).approx(n_approx, tail_N=0) # Change the pmf if necessary @@ -2883,7 +2865,6 @@ class MixtureTranIncShk(DiscreteDistribution): """ def __init__(self, sigma, UnempPrb, IncUnemp, n_approx, seed=0): - dstn_approx = MeanOneLogNormal(sigma).approx(n_approx, tail_N=0) if UnempPrb > 0: dstn_approx = add_discrete_outcome_constant_mean( @@ -2894,7 +2875,6 @@ def __init__(self, sigma, UnempPrb, IncUnemp, n_approx, seed=0): class BufferStockIncShkDstn(DiscreteDistribution): - """ A one-period distribution object for the joint distribution of income shocks (permanent and transitory), as modeled in the Buffer Stock Theory @@ -2941,7 +2921,6 @@ def __init__( neutral_measure=False, seed=0, ): - perm_dstn = LognormPermIncShk( sigma=sigma_Perm, n_approx=n_approx_Perm, neutral_measure=neutral_measure ) @@ -3272,8 +3251,8 @@ def construct_assets_grid(parameters): # Make a dictionary to specify an infinite consumer with a four period cycle init_cyclical = copy(init_idiosyncratic_shocks) -init_cyclical['PermGroFac'] = [1.1, 1.082251, 2.8, 0.3] -init_cyclical['PermShkStd'] = [0.1, 0.1, 0.1, 0.1] -init_cyclical['TranShkStd'] = [0.1, 0.1, 0.1, 0.1] -init_cyclical['LivPrb'] = 4*[0.98] -init_cyclical['T_cycle'] = 4 +init_cyclical["PermGroFac"] = [1.1, 1.082251, 2.8, 0.3] +init_cyclical["PermShkStd"] = [0.1, 0.1, 0.1, 0.1] +init_cyclical["TranShkStd"] = [0.1, 0.1, 0.1, 0.1] +init_cyclical["LivPrb"] = 4 * [0.98] +init_cyclical["T_cycle"] = 4 diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 3b4baa7a3..34074d34f 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -7,6 +7,7 @@ """ from copy import deepcopy from dataclasses import dataclass +from black import Line import numpy as np @@ -264,6 +265,7 @@ class ConsRiskySolver(ConsIndShockSolver): aXtraGrid: np.array vFuncBool: bool CubicBool: bool + IndepDstnBool: bool def __post_init__(self): self.def_utility_funcs() @@ -330,7 +332,8 @@ def prepare_to_calc_EndOfPrdvP(self): if self.zero_bound: aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), + aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), @@ -363,47 +366,64 @@ def calc_EndOfPrdvP(self): A 1D array of end-of-period marginal value of assets """ - # calculate expectation with respect to transitory shock + if self.IndepDstnBool: - def preTranShkvPfunc(tran_shk, w_nrm): - return self.vPfuncNext(w_nrm + tran_shk) + # calculate expectation with respect to transitory shock - preTranShkvP = calc_expectation( - self.TranShkDstn, preTranShkvPfunc, self.wNrmNext - ) - preTranShkvPNvrs = self.uPinv(preTranShkvP) - # Need to add value of 0 at borrowing constraint - preTranShkvPNvrsFunc = LinearInterp(self.wNrmNext, preTranShkvPNvrs) - self.preTranShkvPfunc = MargValueFuncCRRA(preTranShkvPNvrsFunc, self.CRRA) + def preTranShkvPfunc(tran_shk, w_nrm): + return self.vPfuncNext(w_nrm + tran_shk) - # calculate expectation with respect to permanent shock + preTranShkvP = calc_expectation( + self.TranShkDstn, preTranShkvPfunc, self.wNrmNext + ) + preTranShkvPNvrs = self.uPinv(preTranShkvP) + # Need to add value of 0 at borrowing constraint + preTranShkvPNvrsFunc = LinearInterp(self.wNrmNext, preTranShkvPNvrs) + self.preTranShkvPfunc = MargValueFuncCRRA(preTranShkvPNvrsFunc, self.CRRA) - def prePermShkvPfunc(perm_shk, b_nrm): - shock = perm_shk * self.PermGroFac - return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) + # calculate expectation with respect to permanent shock - prePermShkvP = calc_expectation( - self.PermShkDstn, prePermShkvPfunc, self.bNrmNext - ) - prePermShkvPNvrs = self.uPinv(prePermShkvP) - # Need to add value of 0 at borrowing constraint - prePermShkvPNvrsFunc = LinearInterp(self.bNrmNext, prePermShkvPNvrs) - self.prePermShkvPfunc = MargValueFuncCRRA(prePermShkvPNvrsFunc, self.CRRA) + def prePermShkvPfunc(perm_shk, b_nrm): + shock = perm_shk * self.PermGroFac + return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) - # calculate expectation with respect to risky shock + prePermShkvP = calc_expectation( + self.PermShkDstn, prePermShkvPfunc, self.bNrmNext + ) + prePermShkvPNvrs = self.uPinv(prePermShkvP) + # Need to add value of 0 at borrowing constraint + prePermShkvPNvrsFunc = LinearInterp(self.bNrmNext, prePermShkvPNvrs) + self.prePermShkvPfunc = MargValueFuncCRRA(prePermShkvPNvrsFunc, self.CRRA) - def preRiskyShkvPfunc(risky_shk, a_nrm): - return risky_shk * self.prePermShkvPfunc(a_nrm * risky_shk) + # calculate expectation with respect to risky shock - preRiskyShkvP = self.DiscFacEff * calc_expectation( - self.RiskyDstn, preRiskyShkvPfunc, self.aNrmNow - ) - preRiskyShkvPNvrs = self.uPinv(preRiskyShkvP) - # Need to add value of 0 at borrowing constraint - preRiskyShkvPNvrsFunc = LinearInterp(self.aNrmNow, preRiskyShkvPNvrs) - self.preRiskyShkvPfunc = MargValueFuncCRRA(preRiskyShkvPNvrsFunc, self.CRRA) + def preRiskyShkvPfunc(risky_shk, a_nrm): + return risky_shk * self.prePermShkvPfunc(a_nrm * risky_shk) + + preRiskyShkvP = self.DiscFacEff * calc_expectation( + self.RiskyDstn, preRiskyShkvPfunc, self.aNrmNow + ) + preRiskyShkvPNvrs = self.uPinv(preRiskyShkvP) + # Need to add value of 0 at borrowing constraint + preRiskyShkvPNvrsFunc = LinearInterp(self.aNrmNow, preRiskyShkvPNvrs) + self.preRiskyShkvPfunc = MargValueFuncCRRA(preRiskyShkvPNvrsFunc, self.CRRA) + + self.EndOfPrdvPFunc = self.preRiskyShkvPfunc + EndOfPrdvP = preRiskyShkvP + + else: + + def vP_next(shocks, a_nrm): + perm_shk = shocks[0] * self.PermGroFac + mNrm_next = a_nrm * shocks[2] / perm_shk + shocks[1] + return shocks[2] * perm_shk ** (-self.CRRA) * self.vPfuncNext(mNrm_next) - EndOfPrdvP = preRiskyShkvP + EndOfPrdvP = self.DiscFacEff * calc_expectation( + self.ShocksDstn, vP_next, self.aNrmNow + ) + EndOfPrdvPNvrs = self.uPinv(EndOfPrdvP) + EndOfPrdvPNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrdvPNvrs) + self.EndOfPrdvPFunc = MargValueFuncCRRA(EndOfPrdvPNvrsFunc, self.CRRA) return EndOfPrdvP @@ -423,37 +443,58 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): none """ - def preTranShkvFunc(tran_shk, w_nrm): - return self.vFuncNext(w_nrm + tran_shk) + if self.IndepDstnBool: + + def preTranShkvFunc(tran_shk, w_nrm): + return self.vFuncNext(w_nrm + tran_shk) - preTranShkv = calc_expectation(self.TranShkDstn, preTranShkvFunc, self.wNrmNext) - # value transformed through inverse utility - preTranShkvNvrs = self.uinv(preTranShkv) - preTranShkvNvrsFunc = LinearInterp(self.wNrmNext, preTranShkvNvrs) - self.preTranShkvFunc = ValueFuncCRRA(preTranShkvNvrsFunc, self.CRRA) + preTranShkv = calc_expectation( + self.TranShkDstn, preTranShkvFunc, self.wNrmNext + ) + # value transformed through inverse utility + preTranShkvNvrs = self.uinv(preTranShkv) + preTranShkvNvrsFunc = LinearInterp(self.wNrmNext, preTranShkvNvrs) + self.preTranShkvFunc = ValueFuncCRRA(preTranShkvNvrsFunc, self.CRRA) - def prePermShkvFunc(perm_shk, b_nrm): - shock = perm_shk * self.PermGroFac - return shock ** (1.0 - self.CRRA) * self.preTranShkvFunc(b_nrm / shock) + def prePermShkvFunc(perm_shk, b_nrm): + shock = perm_shk * self.PermGroFac + return shock ** (1.0 - self.CRRA) * self.preTranShkvFunc(b_nrm / shock) - prePermShkv = calc_expectation(self.PermShkDstn, prePermShkvFunc, self.bNrmNext) - # value transformed through inverse utility - prePermShkvNvrs = self.uinv(prePermShkv) - prePermShkvNvrsFunc = LinearInterp(self.bNrmNext, prePermShkvNvrs) - self.prePermShkvFunc = ValueFuncCRRA(prePermShkvNvrsFunc, self.CRRA) + prePermShkv = calc_expectation( + self.PermShkDstn, prePermShkvFunc, self.bNrmNext + ) + # value transformed through inverse utility + prePermShkvNvrs = self.uinv(prePermShkv) + prePermShkvNvrsFunc = LinearInterp(self.bNrmNext, prePermShkvNvrs) + self.prePermShkvFunc = ValueFuncCRRA(prePermShkvNvrsFunc, self.CRRA) - def preRiskyShkvFunc(risky_shk, a_nrm): - return self.prePermShkvFunc(risky_shk * a_nrm) + def preRiskyShkvFunc(risky_shk, a_nrm): + return self.prePermShkvFunc(risky_shk * a_nrm) - preRiskyShkv = self.DiscFacEff * calc_expectation( - self.RiskyDstn, preRiskyShkvFunc, self.aNrmNow - ) - # value transformed through inverse utility - preRiskyShkvNvrs = self.uinv(preRiskyShkv) - preRiksyShkNvrsFunc = LinearInterp(self.aNrmNow, preRiskyShkvNvrs) - self.preRiskyShkvFunc = ValueFuncCRRA(preRiksyShkNvrsFunc, self.CRRA) + preRiskyShkv = self.DiscFacEff * calc_expectation( + self.RiskyDstn, preRiskyShkvFunc, self.aNrmNow + ) + # value transformed through inverse utility + preRiskyShkvNvrs = self.uinv(preRiskyShkv) + preRiksyShkNvrsFunc = LinearInterp(self.aNrmNow, preRiskyShkvNvrs) + self.preRiskyShkvFunc = ValueFuncCRRA(preRiksyShkNvrsFunc, self.CRRA) - self.EndOfPrdvFunc = self.preRiskyShkvFunc + self.EndOfPrdvFunc = self.preRiskyShkvFunc + + else: + + def v_next(shocks, a_nrm): + perm_shk = shocks[0] * self.PermGroFac + mNrm_next = a_nrm * shocks[2] / perm_shk + shocks[1] + return perm_shk ** (1 - self.CRRA) * self.vFuncNext(mNrm_next) + + EndOfPrdv = self.DiscFacEff * calc_expectation( + self.ShocksDstn, v_next, self.aNrmNow + ) + # value transformed through inverse utility + EndOfPrdvNvrs = self.uinv(EndOfPrdv) + EndOfPrdvNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrdvNvrs) + self.EndOfPrdvFunc = ValueFuncCRRA(EndOfPrdvNvrsFunc, self.CRRA) # %% Initial parameter sets From 2463e8efc505509b9cc0fea57caccf9f522a1634 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Mon, 31 Jan 2022 15:13:44 -0500 Subject: [PATCH 10/52] Update ConsRiskyAssetModel.py remove `black` import --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 1 - 1 file changed, 1 deletion(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 34074d34f..e2b268646 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -7,7 +7,6 @@ """ from copy import deepcopy from dataclasses import dataclass -from black import Line import numpy as np From 05b0216c689cf3de26d10cac9dc6c692a3a87d51 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 1 Feb 2022 19:12:32 -0500 Subject: [PATCH 11/52] Update ConsIndShockModel.py reformat code --- HARK/ConsumptionSaving/ConsIndShockModel.py | 123 +++++++------------- 1 file changed, 42 insertions(+), 81 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsIndShockModel.py b/HARK/ConsumptionSaving/ConsIndShockModel.py index c3f3acc40..d04e94bfe 100644 --- a/HARK/ConsumptionSaving/ConsIndShockModel.py +++ b/HARK/ConsumptionSaving/ConsIndShockModel.py @@ -313,12 +313,10 @@ def make_cFunc_PF(self): BoroCnstArt = self.BoroCnstArt # Calculate human wealth this period - self.hNrmNow = (self.PermGroFac / self.Rfree) * \ - (self.solution_next.hNrm + 1.0) + self.hNrmNow = (self.PermGroFac / self.Rfree) * (self.solution_next.hNrm + 1.0) # Calculate the lower bound of the marginal propensity to consume - PatFac = ((self.Rfree * self.DiscFacEff) ** - (1.0 / self.CRRA)) / self.Rfree + PatFac = ((self.Rfree * self.DiscFacEff) ** (1.0 / self.CRRA)) / self.Rfree self.MPCmin = 1.0 / (1.0 + PatFac / self.solution_next.MPCmin) # Extract the discrete kink points in next period's consumption function; @@ -360,9 +358,8 @@ def make_cFunc_PF(self): # Adjust the grids of mNrm and cNrm to account for the borrowing constraint. cCrit = mCrit - BoroCnstArt - mNrmNow = np.concatenate( - ([BoroCnstArt, mCrit], mNrmNow[(idx + 1):])) - cNrmNow = np.concatenate(([0.0, cCrit], cNrmNow[(idx + 1):])) + mNrmNow = np.concatenate(([BoroCnstArt, mCrit], mNrmNow[(idx + 1) :])) + cNrmNow = np.concatenate(([0.0, cCrit], cNrmNow[(idx + 1) :])) else: # If it *is* the very last index, then there are only three points @@ -378,8 +375,7 @@ def make_cFunc_PF(self): # kink point, being sure to adjust the extrapolation. if mNrmNow.size > self.MaxKinks: mNrmNow = np.concatenate((mNrmNow[:-2], [mNrmNow[-3] + 1.0])) - cNrmNow = np.concatenate( - (cNrmNow[:-2], [cNrmNow[-3] + self.MPCmin])) + cNrmNow = np.concatenate((cNrmNow[:-2], [cNrmNow[-3] + self.MPCmin])) # Construct the consumption function as a linear interpolation. self.cFunc = LinearInterp(mNrmNow, cNrmNow) @@ -440,8 +436,7 @@ def add_mNrmTrg(self, solution): # mNrmTrg solves Rcalbar*(m - c(m)) + E[inc_next] = m. Define a # rearranged version. Ex_m_tp1_minus_m_t = ( - lambda m: Ex_RNrmFac * - (m - solution.cFunc(m)) + self.Ex_IncNext - m + lambda m: Ex_RNrmFac * (m - solution.cFunc(m)) + self.Ex_IncNext - m ) # Minimum market resources plus next income is okay starting guess @@ -507,8 +502,7 @@ def add_mNrmStE(self, solution): # Minimum market resources plus next income is okay starting guess m_init_guess = self.mNrmMinNow + self.Ex_IncNext try: - mNrmStE = newton( - Ex_PermShk_tp1_times_m_tp1_minus_m_t, m_init_guess) + mNrmStE = newton(Ex_PermShk_tp1_times_m_tp1_minus_m_t, m_init_guess) except: mNrmStE = None @@ -722,15 +716,13 @@ def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): self.vFuncNext = solution_next.vFunc # Update the bounding MPCs and PDV of human wealth: - self.PatFac = ((self.Rfree * self.DiscFacEff) ** - (1.0 / self.CRRA)) / self.Rfree + self.PatFac = ((self.Rfree * self.DiscFacEff) ** (1.0 / self.CRRA)) / self.Rfree self.MPCminNow = 1.0 / (1.0 + self.PatFac / solution_next.MPCmin) self.Ex_IncNext = np.dot( self.ShkPrbsNext, self.TranShkValsNext * self.PermShkValsNext ) self.hNrmNow = ( - self.PermGroFac / self.Rfree * - (self.Ex_IncNext + solution_next.hNrm) + self.PermGroFac / self.Rfree * (self.Ex_IncNext + solution_next.hNrm) ) self.MPCmaxNow = 1.0 / ( 1.0 @@ -781,8 +773,7 @@ def def_BoroCnst(self, BoroCnstArt): # Define the borrowing constraint (limiting consumption function) self.cFuncNowCnst = LinearInterp( - np.array([self.mNrmMinNow, self.mNrmMinNow + 1] - ), np.array([0.0, 1.0]) + np.array([self.mNrmMinNow, self.mNrmMinNow + 1]), np.array([0.0, 1.0]) ) def prepare_to_solve(self): @@ -952,8 +943,7 @@ def use_points_for_interpolation(self, cNrm, mNrm, interpolator): # Combine the constrained and unconstrained functions into the true consumption function # breakpoint() # LowerEnvelope should only be used when BoroCnstArt is true - cFuncNow = LowerEnvelope( - cFuncNowUnc, self.cFuncNowCnst, nan_bool=False) + cFuncNow = LowerEnvelope(cFuncNowUnc, self.cFuncNowCnst, nan_bool=False) # Make the marginal value function and the marginal marginal value function vPfuncNow = MargValueFuncCRRA(cFuncNow, self.CRRA) @@ -988,8 +978,7 @@ def make_basic_solution(self, EndOfPrdvP, aNrm, interpolator): consumption function, marginal value function, and minimum m. """ cNrm, mNrm = self.get_points_for_interpolation(EndOfPrdvP, aNrm) - solution_now = self.use_points_for_interpolation( - cNrm, mNrm, interpolator) + solution_now = self.use_points_for_interpolation(cNrm, mNrm, interpolator) return solution_now @@ -1040,8 +1029,7 @@ def add_stable_points(self, solution): GPFRaw = thorn / self.PermGroFac self.GPFRaw = GPFRaw GPFNrm = ( - thorn / self.PermGroFac / - np.dot(1 / self.PermShkValsNext, self.ShkPrbsNext) + thorn / self.PermGroFac / np.dot(1 / self.PermShkValsNext, self.ShkPrbsNext) ) self.GPFNrm = GPFNrm GICRaw = 1 > thorn / self.PermGroFac @@ -1094,8 +1082,7 @@ def solve(self): """ aNrmNow = self.prepare_to_calc_EndOfPrdvP() EndOfPrdvP = self.calc_EndOfPrdvP() - solution = self.make_basic_solution( - EndOfPrdvP, aNrmNow, self.make_linear_cFunc) + solution = self.make_basic_solution(EndOfPrdvP, aNrmNow, self.make_linear_cFunc) solution = self.add_MPC_and_human_wealth(solution) solution = self.add_stable_points(solution) @@ -1170,8 +1157,7 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): def v_lvl_next(shocks, a_nrm): return ( - shocks[0] ** (1.0 - self.CRRA) * - self.PermGroFac ** (1.0 - self.CRRA) + shocks[0] ** (1.0 - self.CRRA) * self.PermGroFac ** (1.0 - self.CRRA) ) * self.vFuncNext(self.m_nrm_next(shocks, a_nrm)) EndOfPrdv = self.DiscFacEff * calc_expectation( @@ -1186,8 +1172,7 @@ def v_lvl_next(shocks, a_nrm): EndOfPrdvNvrsP, 0, EndOfPrdvNvrsP[0] ) # This is a very good approximation, vNvrsPP = 0 at the asset minimum aNrm_temp = np.insert(self.aNrmNow, 0, self.BoroCnstNat) - EndOfPrdvNvrsFunc = CubicInterp( - aNrm_temp, EndOfPrdvNvrs, EndOfPrdvNvrsP) + EndOfPrdvNvrsFunc = CubicInterp(aNrm_temp, EndOfPrdvNvrs, EndOfPrdvNvrsP) self.EndOfPrdvFunc = ValueFuncCRRA(EndOfPrdvNvrsFunc, self.CRRA) def add_vFunc(self, solution, EndOfPrdvP): @@ -1492,8 +1477,7 @@ def prepare_to_calc_EndOfPrdvP(self): if KinkBool: aNrmNow = np.sort( np.hstack( - (np.asarray(self.aXtraGrid) + - self.mNrmMinNow, np.array([0.0, 0.0])) + (np.asarray(self.aXtraGrid) + self.mNrmMinNow, np.array([0.0, 0.0])) ) ) else: @@ -1503,10 +1487,8 @@ def prepare_to_calc_EndOfPrdvP(self): # Make tiled versions of the assets grid and income shocks ShkCount = self.TranShkValsNext.size aNrm_temp = np.tile(aNrmNow, (ShkCount, 1)) - PermShkVals_temp = (np.tile(self.PermShkValsNext, - (aXtraCount, 1))).transpose() - TranShkVals_temp = (np.tile(self.TranShkValsNext, - (aXtraCount, 1))).transpose() + PermShkVals_temp = (np.tile(self.PermShkValsNext, (aXtraCount, 1))).transpose() + TranShkVals_temp = (np.tile(self.TranShkValsNext, (aXtraCount, 1))).transpose() ShkPrbs_temp = (np.tile(self.ShkPrbsNext, (aXtraCount, 1))).transpose() # Make a 1D array of the interest factor at each asset gridpoint @@ -1515,7 +1497,7 @@ def prepare_to_calc_EndOfPrdvP(self): self.i_kink = ( np.sum(aNrmNow <= 0) - 1 ) # Save the index of the kink point as an attribute - Rfree_vec[0: self.i_kink] = self.Rboro + Rfree_vec[0 : self.i_kink] = self.Rboro self.Rfree = Rfree_vec Rfree_temp = np.tile(Rfree_vec, (ShkCount, 1)) @@ -1532,8 +1514,7 @@ def prepare_to_calc_EndOfPrdvP(self): PatFacTop = ( (self.Rsave * self.DiscFacEff) ** (1.0 / self.CRRA) ) / self.Rsave - self.MPCminNow = 1.0 / \ - (1.0 + PatFacTop / self.solution_next.MPCmin) + self.MPCminNow = 1.0 / (1.0 + PatFacTop / self.solution_next.MPCmin) self.hNrmNow = ( self.PermGroFac / self.Rsave @@ -1600,10 +1581,8 @@ class PerfForesightConsumerType(AgentType): """ # Define some universal values for all consumer types - cFunc_terminal_ = LinearInterp( - [0.0, 1.0], [0.0, 1.0]) # c=m in terminal period - vFunc_terminal_ = LinearInterp( - [0.0, 1.0], [0.0, 0.0]) # This is overwritten + cFunc_terminal_ = LinearInterp([0.0, 1.0], [0.0, 1.0]) # c=m in terminal period + vFunc_terminal_ = LinearInterp([0.0, 1.0], [0.0, 0.0]) # This is overwritten solution_terminal_ = ConsumerSolution( cFunc=cFunc_terminal_, vFunc=vFunc_terminal_, @@ -1637,8 +1616,7 @@ def __init__(self, verbose=1, quiet=False, **kwds): self.shock_vars = deepcopy(self.shock_vars_) self.verbose = verbose self.quiet = quiet - self.solve_one_period = make_one_period_oo_solver( - ConsPerfForesightSolver) + self.solve_one_period = make_one_period_oo_solver(ConsPerfForesightSolver) set_verbosity_level((4 - verbose) * 10) def pre_solve(self): @@ -1665,8 +1643,7 @@ def check_restrictions(self): A method to check that various restrictions are met for the model class. """ if self.DiscFac < 0: - raise Exception( - "DiscFac is below zero with value: " + str(self.DiscFac)) + raise Exception("DiscFac is below zero with value: " + str(self.DiscFac)) return @@ -1683,8 +1660,7 @@ def update_solution_terminal(self): ------- none """ - self.solution_terminal.vFunc = ValueFuncCRRA( - self.cFunc_terminal_, self.CRRA) + self.solution_terminal.vFunc = ValueFuncCRRA(self.cFunc_terminal_, self.CRRA) self.solution_terminal.vPfunc = MargValueFuncCRRA( self.cFunc_terminal_, self.CRRA ) @@ -1693,7 +1669,7 @@ def update_solution_terminal(self): ) def unpack_cFunc(self): - """ DEPRECATED: Use solution.unpack('cFunc') instead. + """DEPRECATED: Use solution.unpack('cFunc') instead. "Unpacks" the consumption functions into their own field for easier access. After the model has been solved, the consumption functions reside in the attribute cFunc of each element of ConsumerType.solution. This method @@ -1744,8 +1720,7 @@ def sim_birth(self, which_agents): self.state_now["PlvlAgg"] ) # Account for newer cohorts having higher permanent income self.state_now["pLvl"][which_agents] = Lognormal( - pLvlInitMeanNow, self.pLvlInitStd, seed=self.RNG.randint( - 0, 2 ** 31 - 1) + pLvlInitMeanNow, self.pLvlInitStd, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(N) # How many periods since each agent was born self.t_age[which_agents] = 0 @@ -1887,8 +1862,7 @@ def get_poststates(self): # should this be "Now", or "Prev"?!? self.state_now["aNrm"] = self.state_now["mNrm"] - self.controls["cNrm"] # Useful in some cases to precalculate asset level - self.state_now["aLvl"] = self.state_now["aNrm"] * \ - self.state_now["pLvl"] + self.state_now["aLvl"] = self.state_now["aNrm"] * self.state_now["pLvl"] # moves now to prev super().get_poststates() @@ -2048,8 +2022,7 @@ def check_conditions(self, verbose=None): if self.cycles != 0 or self.T_cycle > 1: return - self.thorn = (self.Rfree * self.DiscFac * - self.LivPrb[0]) ** (1 / self.CRRA) + self.thorn = (self.Rfree * self.DiscFac * self.LivPrb[0]) ** (1 / self.CRRA) verbose = self.verbose if verbose is None else verbose self.check_AIC(verbose) @@ -2129,8 +2102,7 @@ def __init__(self, verbose=1, quiet=False, **kwds): params.update(kwds) # Initialize a basic AgentType - PerfForesightConsumerType.__init__( - self, verbose=verbose, quiet=quiet, **params) + PerfForesightConsumerType.__init__(self, verbose=verbose, quiet=quiet, **params) # Add consumer-type specific objects, copying to create independent versions if (not self.CubicBool) and (not self.vFuncBool): @@ -2401,8 +2373,7 @@ def make_euler_error_func(self, mMax=100, approx_inc_dstn=True): # Calculate marginal value next period for each gridpoint and each shock mNextArray = ( - self.Rfree / (self.PermGroFac[0] * - PermShkVals_tiled) * aNowGrid_tiled + self.Rfree / (self.PermGroFac[0] * PermShkVals_tiled) * aNowGrid_tiled + TranShkVals_tiled ) vPnextArray = vPfuncNext(mNextArray) @@ -2579,8 +2550,7 @@ def check_conditions(self, verbose=None): # would be referenced below as: # [url]/#Uncertainty-Modified-Conditions - self.Ex_PermShkInv = calc_expectation( - self.PermShkDstn[0], lambda x: 1 / x) + self.Ex_PermShkInv = calc_expectation(self.PermShkDstn[0], lambda x: 1 / x) # $\Ex_{t}[\psi^{-1}_{t+1}]$ (in first eqn in sec) # [url]/#Pat, adjusted to include mortality @@ -2636,10 +2606,8 @@ def check_conditions(self, verbose=None): _log.warning("uInvEpShkuInv = %2.6f " % (self.uInvEpShkuInv)) _log.warning("VAF = %2.6f " % (self.VAF)) _log.warning("WRPF = %2.6f " % (self.WRPF)) - _log.warning("DiscFacGPFNrmMax = %2.6f " % - (self.DiscFacGPFNrmMax)) - _log.warning("DiscFacGPFAggLivPrbMax = %2.6f " % - (self.DiscFacGPFAggLivPrbMax)) + _log.warning("DiscFacGPFNrmMax = %2.6f " % (self.DiscFacGPFNrmMax)) + _log.warning("DiscFacGPFAggLivPrbMax = %2.6f " % (self.DiscFacGPFAggLivPrbMax)) def Ex_Mtp1_over_Ex_Ptp1(self, mNrm): cNrm = self.solution[-1].cFunc(mNrm) @@ -2652,8 +2620,7 @@ def Ex_Mtp1_over_Ex_Ptp1(self, mNrm): def Ex_mtp1(self, mNrm): cNrm = self.solution[-1].cFunc(mNrm) aNrm = mNrm - cNrm - Ex_bNrm_tp1 = aNrm * self.Rfree * \ - self.Ex_PermShkInv / self.PermGroFac[0] + Ex_bNrm_tp1 = aNrm * self.Rfree * self.Ex_PermShkInv / self.PermGroFac[0] Ex_Mtp1 = (Ex_bNrm_tp1 + 1) * Ex_Ptp1 # mean TranShk and PermShk are 1 return Ex_Mtp1 / Ex_Ptp1 @@ -2757,14 +2724,10 @@ def construct_lognormal_income_process_unemployment(self): normal_length = T_cycle retire_length = 0 - UnempPrb_list = [UnempPrb] * normal_length + \ - [UnempPrbRet] * retire_length - IncUnemp_list = [IncUnemp] * normal_length + \ - [IncUnempRet] * retire_length - PermShkCount_list = [PermShkCount] * \ - normal_length + [1] * retire_length - TranShkCount_list = [TranShkCount] * \ - normal_length + [1] * retire_length + UnempPrb_list = [UnempPrb] * normal_length + [UnempPrbRet] * retire_length + IncUnemp_list = [IncUnemp] * normal_length + [IncUnempRet] * retire_length + PermShkCount_list = [PermShkCount] * normal_length + [1] * retire_length + TranShkCount_list = [TranShkCount] * normal_length + [1] * retire_length if not hasattr(self, "neutral_measure"): self.neutral_measure = False @@ -3005,8 +2968,7 @@ def calc_bounding_values(self): PermShkValsNext = self.IncShkDstn[0][1] TranShkValsNext = self.IncShkDstn[0][2] ShkPrbsNext = self.IncShkDstn[0][0] - Ex_IncNext = calc_expectation( - IncShkDstn, lambda trans, perm: trans * perm) + Ex_IncNext = calc_expectation(IncShkDstn, lambda trans, perm: trans * perm) PermShkMinNext = np.min(PermShkValsNext) TranShkMinNext = np.min(TranShkValsNext) WorstIncNext = PermShkMinNext * TranShkMinNext @@ -3140,8 +3102,7 @@ def apply_flat_income_tax( if t < T_retire: for j in range((IncShkDstn[t][i]).size): if j not in unemployed_indices: - IncShkDstn_new[t][i][j] = IncShkDstn[t][i][j] * \ - (1 - tax_rate) + IncShkDstn_new[t][i][j] = IncShkDstn[t][i][j] * (1 - tax_rate) return IncShkDstn_new From 6fffd0096797b59e98d6257fec1a5e34a30e61a6 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 1 Feb 2022 19:14:00 -0500 Subject: [PATCH 12/52] Update ConsRiskyAssetModel.py create functions for repeated code --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 100 +++++++++--------- 1 file changed, 51 insertions(+), 49 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index e2b268646..f7bfb2b28 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -255,6 +255,7 @@ class ConsRiskySolver(ConsIndShockSolver): TranShkDstn: DiscreteDistribution PermShkDstn: DiscreteDistribution RiskyDstn: DiscreteDistribution + ShockDstn: DiscreteDistribution LivPrb: float DiscFac: float CRRA: float @@ -331,8 +332,7 @@ def prepare_to_calc_EndOfPrdvP(self): if self.zero_bound: aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), - aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), @@ -349,6 +349,24 @@ def prepare_to_calc_EndOfPrdvP(self): return self.aNrmNow + def calc_ExpMargValueFunc(self, dstn, func, grid): + + vals = calc_expectation(dstn, func, grid) + nvrs = self.uPinv(vals) + nvrsFunc = LinearInterp(grid, nvrs) + margValueFunc = MargValueFuncCRRA(nvrsFunc, self.CRRA) + + return margValueFunc, vals + + def calc_ExpValueFunc(self, dstn, func, grid): + + vals = calc_expectation(dstn, func, grid) + nvrs = self.uinv(vals) + nvrsFunc = LinearInterp(grid, nvrs) + valueFunc = ValueFuncCRRA(nvrsFunc, self.CRRA) + + return valueFunc, vals + def calc_EndOfPrdvP(self): """ Calculate end-of-period marginal value of assets at each point in aNrmNow. @@ -372,13 +390,9 @@ def calc_EndOfPrdvP(self): def preTranShkvPfunc(tran_shk, w_nrm): return self.vPfuncNext(w_nrm + tran_shk) - preTranShkvP = calc_expectation( + self.preTranShkvPfunc, _ = self.calc_ExpMargValueFunc( self.TranShkDstn, preTranShkvPfunc, self.wNrmNext ) - preTranShkvPNvrs = self.uPinv(preTranShkvP) - # Need to add value of 0 at borrowing constraint - preTranShkvPNvrsFunc = LinearInterp(self.wNrmNext, preTranShkvPNvrs) - self.preTranShkvPfunc = MargValueFuncCRRA(preTranShkvPNvrsFunc, self.CRRA) # calculate expectation with respect to permanent shock @@ -386,43 +400,40 @@ def prePermShkvPfunc(perm_shk, b_nrm): shock = perm_shk * self.PermGroFac return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) - prePermShkvP = calc_expectation( + self.prePermShkvPfunc, _ = self.calc_ExpMargValueFunc( self.PermShkDstn, prePermShkvPfunc, self.bNrmNext ) - prePermShkvPNvrs = self.uPinv(prePermShkvP) - # Need to add value of 0 at borrowing constraint - prePermShkvPNvrsFunc = LinearInterp(self.bNrmNext, prePermShkvPNvrs) - self.prePermShkvPfunc = MargValueFuncCRRA(prePermShkvPNvrsFunc, self.CRRA) # calculate expectation with respect to risky shock def preRiskyShkvPfunc(risky_shk, a_nrm): - return risky_shk * self.prePermShkvPfunc(a_nrm * risky_shk) + return ( + self.DiscFacEff + * risky_shk + * self.prePermShkvPfunc(a_nrm * risky_shk) + ) - preRiskyShkvP = self.DiscFacEff * calc_expectation( + self.preRiskyShkvPfunc, EndOfPrdvP = self.calc_ExpMargValueFunc( self.RiskyDstn, preRiskyShkvPfunc, self.aNrmNow ) - preRiskyShkvPNvrs = self.uPinv(preRiskyShkvP) - # Need to add value of 0 at borrowing constraint - preRiskyShkvPNvrsFunc = LinearInterp(self.aNrmNow, preRiskyShkvPNvrs) - self.preRiskyShkvPfunc = MargValueFuncCRRA(preRiskyShkvPNvrsFunc, self.CRRA) self.EndOfPrdvPFunc = self.preRiskyShkvPfunc - EndOfPrdvP = preRiskyShkvP else: def vP_next(shocks, a_nrm): perm_shk = shocks[0] * self.PermGroFac mNrm_next = a_nrm * shocks[2] / perm_shk + shocks[1] - return shocks[2] * perm_shk ** (-self.CRRA) * self.vPfuncNext(mNrm_next) - - EndOfPrdvP = self.DiscFacEff * calc_expectation( - self.ShocksDstn, vP_next, self.aNrmNow + return ( + self.DiscFacEff + * shocks[2] + * perm_shk ** (-self.CRRA) + * self.vPfuncNext(mNrm_next) + ) + + self.EndOfPrdvPFunc, EndOfPrdvP = self.calc_ExpMargValueFunc( + self.ShockDstn, vP_next, self.aNrmNow ) - EndOfPrdvPNvrs = self.uPinv(EndOfPrdvP) - EndOfPrdvPNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrdvPNvrs) - self.EndOfPrdvPFunc = MargValueFuncCRRA(EndOfPrdvPNvrsFunc, self.CRRA) return EndOfPrdvP @@ -447,36 +458,24 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): def preTranShkvFunc(tran_shk, w_nrm): return self.vFuncNext(w_nrm + tran_shk) - preTranShkv = calc_expectation( + self.preTranShkvFunc, _ = self.calc_ExpValueFunc( self.TranShkDstn, preTranShkvFunc, self.wNrmNext ) - # value transformed through inverse utility - preTranShkvNvrs = self.uinv(preTranShkv) - preTranShkvNvrsFunc = LinearInterp(self.wNrmNext, preTranShkvNvrs) - self.preTranShkvFunc = ValueFuncCRRA(preTranShkvNvrsFunc, self.CRRA) def prePermShkvFunc(perm_shk, b_nrm): shock = perm_shk * self.PermGroFac return shock ** (1.0 - self.CRRA) * self.preTranShkvFunc(b_nrm / shock) - prePermShkv = calc_expectation( + self.prePermShkvFunc, _ = self.calc_ExpValueFunc( self.PermShkDstn, prePermShkvFunc, self.bNrmNext ) - # value transformed through inverse utility - prePermShkvNvrs = self.uinv(prePermShkv) - prePermShkvNvrsFunc = LinearInterp(self.bNrmNext, prePermShkvNvrs) - self.prePermShkvFunc = ValueFuncCRRA(prePermShkvNvrsFunc, self.CRRA) def preRiskyShkvFunc(risky_shk, a_nrm): - return self.prePermShkvFunc(risky_shk * a_nrm) + return self.DiscFacEff * self.prePermShkvFunc(risky_shk * a_nrm) - preRiskyShkv = self.DiscFacEff * calc_expectation( + self.preRiskyShkvFunc, EndOfPrdv = self.calc_ExpValueFunc( self.RiskyDstn, preRiskyShkvFunc, self.aNrmNow ) - # value transformed through inverse utility - preRiskyShkvNvrs = self.uinv(preRiskyShkv) - preRiksyShkNvrsFunc = LinearInterp(self.aNrmNow, preRiskyShkvNvrs) - self.preRiskyShkvFunc = ValueFuncCRRA(preRiksyShkNvrsFunc, self.CRRA) self.EndOfPrdvFunc = self.preRiskyShkvFunc @@ -485,15 +484,18 @@ def preRiskyShkvFunc(risky_shk, a_nrm): def v_next(shocks, a_nrm): perm_shk = shocks[0] * self.PermGroFac mNrm_next = a_nrm * shocks[2] / perm_shk + shocks[1] - return perm_shk ** (1 - self.CRRA) * self.vFuncNext(mNrm_next) + return ( + self.DiscFacEff + * perm_shk ** (1 - self.CRRA) + * self.vFuncNext(mNrm_next) + ) + + self.EndOfPrdvFunc, EndOfPrdv = self.calc_ExpValueFunc( + self.ShockDstn, v_next, self.aNrmNow + ) + - EndOfPrdv = self.DiscFacEff * calc_expectation( - self.ShocksDstn, v_next, self.aNrmNow ) - # value transformed through inverse utility - EndOfPrdvNvrs = self.uinv(EndOfPrdv) - EndOfPrdvNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrdvNvrs) - self.EndOfPrdvFunc = ValueFuncCRRA(EndOfPrdvNvrsFunc, self.CRRA) # %% Initial parameter sets From bb10b78c9f3ca9e78d8423945398a2d5d4a60b94 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 1 Feb 2022 19:14:55 -0500 Subject: [PATCH 13/52] Update ConsRiskyAssetModel.py create `ConsBasicPortfolioSolver` --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 74 ++++++++++++++++++- 1 file changed, 70 insertions(+), 4 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index f7bfb2b28..a121567a8 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -9,6 +9,7 @@ from dataclasses import dataclass import numpy as np +from scipy.optimize import root_scalar from HARK import make_one_period_oo_solver from HARK.ConsumptionSaving.ConsIndShockModel import ( @@ -44,7 +45,7 @@ class RiskyAssetConsumerType(IndShockConsumerType): shock_vars_ = IndShockConsumerType.shock_vars_ + ["Adjust", "Risky"] def __init__(self, verbose=False, quiet=False, **kwds): - params = init_risky_asset.copy() + params = init_portfolio.copy() params.update(kwds) kwds = params @@ -53,7 +54,7 @@ def __init__(self, verbose=False, quiet=False, **kwds): # These method must be overwritten by classes that inherit from # RiskyAssetConsumerType - self.solve_one_period = make_one_period_oo_solver(ConsRiskySolver) + self.solve_one_period = make_one_period_oo_solver(ConsBasicPortfolioSolver) def pre_solve(self): self.update_solution_terminal() @@ -495,12 +496,77 @@ def v_next(shocks, a_nrm): ) +@dataclass +class ConsBasicPortfolioSolver(ConsRiskySolver): + def calc_EndOfPrdvP(self): + + if self.IndepDstnBool: + + # calculate expectation with respect to transitory shock + + def preTranShkvPfunc(tran_shk, w_nrm): + return self.vPfuncNext(w_nrm + tran_shk) + + self.preTranShkvPfunc, _ = self.calc_ExpMargValueFunc( + self.TranShkDstn, preTranShkvPfunc, self.wNrmNext ) + # calculate expectation with respect to permanent shock + + def prePermShkvPfunc(perm_shk, b_nrm): + shock = perm_shk * self.PermGroFac + return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) + + self.prePermShkvPfunc, _ = self.calc_ExpMargValueFunc( + self.PermShkDstn, prePermShkvPfunc, self.bNrmNext + ) + + # Optimize portfolio share + + def endOfPrddvds(risky_shk, a_nrm, share): + r_diff = risky_shk - self.Rfree + r_port = self.Rfree + r_diff * share + b_nrm = a_nrm * r_port + return a_nrm * r_diff * self.prePermShkvPfunc(b_nrm) + + def objective_func(share, a_nrm): + return calc_expectation(self.RiskyDstn, endOfPrddvds, a_nrm, share) + + opt_share = np.empty_like(self.aNrmNow) + for ai in range(self.aNrmNow.size): + a_nrm = self.aNrmNow[ai] + if a_nrm == 0.0: + opt_share[ai] = 1.0 + elif objective_func(1.0, a_nrm) > 0.0: + opt_share[ai] = 1.0 + else: + sol = root_scalar(objective_func, bracket=[0.0, 1.0], args=(a_nrm,)) + if sol.converged: + opt_share[ai] = sol.root + else: + opt_share[ai] = 1.0 + + self.opt_share = opt_share + + def endOfPrddvda(risky_shk, a_nrm, share): + r_diff = risky_shk - self.Rfree + r_port = self.Rfree + r_diff * share + b_nrm = a_nrm * r_port + return r_port * self.prePermShkvPfunc(b_nrm) + + EndOfPrddvda = self.DiscFacEff * calc_expectation( + self.RiskyDstn, endOfPrddvda, self.aNrmNow, self.opt_share + ) + EndOfPrddvdaNvrs = self.uPinv(EndOfPrddvda) + EndOfPrddvdaNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrddvdaNvrs) + EndOfPrddvdaFunc = MargValueFuncCRRA(EndOfPrddvdaNvrsFunc, self.CRRA) + + return EndOfPrddvda + -# %% Initial parameter sets +# Initial parameter sets -# %% Base risky asset dictionary +# Base risky asset dictionary risky_asset_parms = { # Risky return factor moments. Based on SP500 real returns from Shiller's From b2194df0da0b54a153c7dffbf18b1a08d755a346 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 1 Feb 2022 19:15:14 -0500 Subject: [PATCH 14/52] Update ConsRiskyAssetModel.py create copy of init_portfolio to avoid circular loop --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 21 +++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index a121567a8..ffe8ab3d1 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -582,3 +582,24 @@ def endOfPrddvda(risky_shk, a_nrm, share): # Make a dictionary to specify a risky asset consumer type init_risky_asset = init_idiosyncratic_shocks.copy() init_risky_asset.update(risky_asset_parms) + +# Make a dictionary to specify a portfolio choice consumer type +init_portfolio = init_idiosyncratic_shocks.copy() +init_portfolio["RiskyAvg"] = 1.08 # Average return of the risky asset +init_portfolio["RiskyStd"] = 0.20 # Standard deviation of (log) risky returns +# Number of integration nodes to use in approximation of risky returns +init_portfolio["RiskyCount"] = 5 +# Number of discrete points in the risky share approximation +init_portfolio["ShareCount"] = 25 +# Probability that the agent can adjust their risky portfolio share each period +init_portfolio["AdjustPrb"] = 1.0 +# Flag for whether to optimize risky share on a discrete grid only +init_portfolio["DiscreteShareBool"] = False + +# Adjust some of the existing parameters in the dictionary +init_portfolio["aXtraMax"] = 100 # Make the grid of assets go much higher... +init_portfolio["aXtraCount"] = 200 # ...and include many more gridpoints... +init_portfolio["aXtraNestFac"] = 1 # ...which aren't so clustered at the bottom +init_portfolio["BoroCnstArt"] = 0.0 # Artificial borrowing constraint must be turned on +init_portfolio["CRRA"] = 5.0 # Results are more interesting with higher risk aversion +init_portfolio["DiscFac"] = 0.90 # And also lower patience From 989bb5409febe444ae4160d24bdfc1e219a84364 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 1 Feb 2022 19:15:35 -0500 Subject: [PATCH 15/52] Create example_ConsRiskyAssetModel.py run example to explore results --- .../example_ConsRiskyAssetModel.py | 34 +++++++++++++++++++ 1 file changed, 34 insertions(+) create mode 100644 examples/ConsumptionSaving/example_ConsRiskyAssetModel.py diff --git a/examples/ConsumptionSaving/example_ConsRiskyAssetModel.py b/examples/ConsumptionSaving/example_ConsRiskyAssetModel.py new file mode 100644 index 000000000..11e9f10a3 --- /dev/null +++ b/examples/ConsumptionSaving/example_ConsRiskyAssetModel.py @@ -0,0 +1,34 @@ +# %% +from HARK.ConsumptionSaving.ConsRiskyAssetModel import RiskyAssetConsumerType +from HARK.utilities import plot_funcs_der, plot_funcs +from time import time + +# %% +mystr = lambda number: "{:.4f}".format(number) + +# %% +do_simulation = True + + +# %% +# Make and solve an example consumer with idiosyncratic income shocks +RiskyReturnExample = RiskyAssetConsumerType() +RiskyReturnExample.cycles = 0 # Make this type have an infinite horizon + +# %% +start_time = time() +RiskyReturnExample.solve() +end_time = time() +print( + "Solving a consumer with idiosyncratic shocks took " + + mystr(end_time - start_time) + + " seconds." +) +RiskyReturnExample.unpack("cFunc") + +# %% +# Plot the consumption function and MPC for the infinite horizon consumer +print("Concave consumption function:") +plot_funcs(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) +print("Marginal consumption function:") +plot_funcs_der(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) From 074c810ce9a5bf9d74c72f0a2cadf0bc56e8fa5f Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 1 Feb 2022 21:57:14 -0500 Subject: [PATCH 16/52] Update ConsRiskyAssetModel.py add share limit and share function --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 123 ++++++++++++++---- 1 file changed, 97 insertions(+), 26 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index ffe8ab3d1..6afe8b15b 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -9,7 +9,7 @@ from dataclasses import dataclass import numpy as np -from scipy.optimize import root_scalar +from scipy.optimize import root_scalar, minimize_scalar from HARK import make_one_period_oo_solver from HARK.ConsumptionSaving.ConsIndShockModel import ( @@ -26,7 +26,12 @@ Lognormal, Bernoulli, ) -from HARK.interpolation import LinearInterp, MargValueFuncCRRA, ValueFuncCRRA +from HARK.interpolation import ( + LinearInterp, + MargValueFuncCRRA, + ValueFuncCRRA, + ConstantFunction, +) class RiskyAssetConsumerType(IndShockConsumerType): @@ -45,20 +50,31 @@ class RiskyAssetConsumerType(IndShockConsumerType): shock_vars_ = IndShockConsumerType.shock_vars_ + ["Adjust", "Risky"] def __init__(self, verbose=False, quiet=False, **kwds): - params = init_portfolio.copy() + params = init_risky_asset.copy() params.update(kwds) kwds = params # Initialize a basic consumer type IndShockConsumerType.__init__(self, verbose=verbose, quiet=quiet, **kwds) + if not hasattr(self, "PortfolioBool"): + self.PortfolioBool = False + # These method must be overwritten by classes that inherit from # RiskyAssetConsumerType - self.solve_one_period = make_one_period_oo_solver(ConsBasicPortfolioSolver) + if self.PortfolioBool: + solver = ConsBasicPortfolioSolver + else: + solver = ConsRiskySolver + + self.solve_one_period = make_one_period_oo_solver(solver) def pre_solve(self): self.update_solution_terminal() + if self.PortfolioBool: + self.solution_terminal.shareFunc = ConstantFunction(1.0) + def update(self): IndShockConsumerType.update(self) @@ -66,6 +82,9 @@ def update(self): self.update_RiskyDstn() self.update_ShockDstn() + if self.PortfolioBool: + self.update_ShareLimit() + def update_RiskyDstn(self): """ Creates the attributes RiskyDstn from the primitive attributes RiskyAvg, @@ -166,6 +185,41 @@ def update_AdjustPrb(self): else: self.add_to_time_inv("AdjustPrb") + def update_ShareLimit(self): + """ + Creates the attribute ShareLimit, representing the limiting lower bound of + risky portfolio share as mNrm goes to infinity. + + Parameters + ---------- + None + + Returns + ------- + None + """ + if "RiskyDstn" in self.time_vary: + self.ShareLimit = [] + for t in range(self.T_cycle): + RiskyDstn = self.RiskyDstn[t] + temp_f = lambda s: -((1.0 - self.CRRA) ** -1) * np.dot( + (self.Rfree + s * (RiskyDstn.X - self.Rfree)) ** (1.0 - self.CRRA), + RiskyDstn.pmf, + ) + SharePF = minimize_scalar(temp_f, bounds=(0.0, 1.0), method="bounded").x + self.ShareLimit.append(SharePF) + self.add_to_time_vary("ShareLimit") + + else: + RiskyDstn = self.RiskyDstn + temp_f = lambda s: -((1.0 - self.CRRA) ** -1) * np.dot( + (self.Rfree + s * (RiskyDstn.X - self.Rfree)) ** (1.0 - self.CRRA), + RiskyDstn.pmf, + ) + SharePF = minimize_scalar(temp_f, bounds=(0.0, 1.0), method="bounded").x + self.ShareLimit = SharePF + self.add_to_time_inv("ShareLimit") + def get_Risky(self): """ Sets the attribute Risky as a single draw from a lognormal distribution. @@ -498,6 +552,8 @@ def v_next(shocks, a_nrm): @dataclass class ConsBasicPortfolioSolver(ConsRiskySolver): + ShareLimit: float + def calc_EndOfPrdvP(self): if self.IndepDstnBool: @@ -523,6 +579,8 @@ def prePermShkvPfunc(perm_shk, b_nrm): # Optimize portfolio share + self.opt_share_next = self.solution_next.shareFunc(self.aNrmNow) + def endOfPrddvds(risky_shk, a_nrm, share): r_diff = risky_shk - self.Rfree r_port = self.Rfree + r_diff * share @@ -540,7 +598,9 @@ def objective_func(share, a_nrm): elif objective_func(1.0, a_nrm) > 0.0: opt_share[ai] = 1.0 else: - sol = root_scalar(objective_func, bracket=[0.0, 1.0], args=(a_nrm,)) + x0 = self.opt_share_next[ai] + x1 = x0 - self.aXtraGrid[:2].min() + sol = root_scalar(objective_func, x0=x0, x1=x1, args=(a_nrm,)) if sol.converged: opt_share[ai] = sol.root else: @@ -563,6 +623,37 @@ def endOfPrddvda(risky_shk, a_nrm, share): return EndOfPrddvda + def add_shareFunc(self, solution): + """ + Construct the risky share function when the agent can adjust + """ + + if self.zero_bound: + self.shareFunc = LinearInterp( + np.append(0.0, self.aNrmNow), + np.append(1.0, self.opt_share), + intercept_limit=self.ShareLimit, + slope_limit=0.0, + ) + else: + self.shareFunc = LinearInterp( + self.aNrmNow, + self.opt_share, + intercept_limit=self.ShareLimit, + slope_limit=0.0, + ) + + solution.shareFunc = self.shareFunc + + return solution + + def solve(self): + solution = super().solve() + + solution = self.add_shareFunc(solution) + + return solution + # Initial parameter sets @@ -582,24 +673,4 @@ def endOfPrddvda(risky_shk, a_nrm, share): # Make a dictionary to specify a risky asset consumer type init_risky_asset = init_idiosyncratic_shocks.copy() init_risky_asset.update(risky_asset_parms) - -# Make a dictionary to specify a portfolio choice consumer type -init_portfolio = init_idiosyncratic_shocks.copy() -init_portfolio["RiskyAvg"] = 1.08 # Average return of the risky asset -init_portfolio["RiskyStd"] = 0.20 # Standard deviation of (log) risky returns -# Number of integration nodes to use in approximation of risky returns -init_portfolio["RiskyCount"] = 5 -# Number of discrete points in the risky share approximation -init_portfolio["ShareCount"] = 25 -# Probability that the agent can adjust their risky portfolio share each period -init_portfolio["AdjustPrb"] = 1.0 -# Flag for whether to optimize risky share on a discrete grid only -init_portfolio["DiscreteShareBool"] = False - -# Adjust some of the existing parameters in the dictionary -init_portfolio["aXtraMax"] = 100 # Make the grid of assets go much higher... -init_portfolio["aXtraCount"] = 200 # ...and include many more gridpoints... -init_portfolio["aXtraNestFac"] = 1 # ...which aren't so clustered at the bottom -init_portfolio["BoroCnstArt"] = 0.0 # Artificial borrowing constraint must be turned on -init_portfolio["CRRA"] = 5.0 # Results are more interesting with higher risk aversion -init_portfolio["DiscFac"] = 0.90 # And also lower patience +init_risky_asset["PortfolioBool"] = False From 5b40457896b1d3c350556da2b969e899e709f07f Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 1 Feb 2022 21:58:12 -0500 Subject: [PATCH 17/52] move example move example to ConsPortfolio folder --- .../example_ConsRiskyAssetModel.py | 104 ++++++++++++++++++ .../example_ConsRiskyAssetModel.py | 34 ------ 2 files changed, 104 insertions(+), 34 deletions(-) create mode 100644 examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py delete mode 100644 examples/ConsumptionSaving/example_ConsRiskyAssetModel.py diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py new file mode 100644 index 000000000..93a8963c5 --- /dev/null +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py @@ -0,0 +1,104 @@ +# %% +from time import time + +from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType +from HARK.ConsumptionSaving.ConsPortfolioModel import init_portfolio +from HARK.ConsumptionSaving.ConsRiskyAssetModel import RiskyAssetConsumerType +from HARK.utilities import plot_funcs_der, plot_funcs + +# %% +mystr = lambda number: "{:.4f}".format(number) + +# %% +# Make and solve an example consumer with idiosyncratic income shocks +IndShockExample = IndShockConsumerType() +IndShockExample.cycles = 0 # Make this type have an infinite horizon + +# %% +start_time = time() +IndShockExample.solve() +end_time = time() +print( + "Solving a consumer with idiosyncratic shocks took " + + mystr(end_time - start_time) + + " seconds." +) +IndShockExample.unpack("cFunc") + +# %% +# Plot the consumption function and MPC for the infinite horizon consumer +print("Concave consumption function:") +plot_funcs(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5) +print("Marginal consumption function:") +plot_funcs_der(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5) + + +# %% +# Make and solve an example consumer with idiosyncratic income shocks +init_risky = init_portfolio.copy() +init_risky["PortfolioBool"] = False +RiskyReturnExample = RiskyAssetConsumerType(**init_risky) +RiskyReturnExample.cycles = 0 # Make this type have an infinite horizon + +# %% +start_time = time() +RiskyReturnExample.solve() +end_time = time() +print( + "Solving a consumer with idiosyncratic shocks took " + + mystr(end_time - start_time) + + " seconds." +) +RiskyReturnExample.unpack("cFunc") + +# %% +# Plot the consumption function and MPC for the infinite horizon consumer +print("Concave consumption function:") +plot_funcs(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) +print("Marginal consumption function:") +plot_funcs_der(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) + + +# %% +# Make and solve an example consumer with idiosyncratic income shocks +init_portfolio["PortfolioBool"] = True +PortfolioChoiceExample = RiskyAssetConsumerType(**init_portfolio) +PortfolioChoiceExample.cycles = 0 # Make this type have an infinite horizon + +# %% +start_time = time() +PortfolioChoiceExample.solve() +end_time = time() +print( + "Solving a consumer with idiosyncratic shocks took " + + mystr(end_time - start_time) + + " seconds." +) +PortfolioChoiceExample.unpack("cFunc") + +# %% +# Plot the consumption function and MPC for the infinite horizon consumer +print("Concave consumption function:") +plot_funcs( + PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5 +) +print("Marginal consumption function:") +plot_funcs_der( + PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5 +) + + +# %% + +# Compare the consumption functions for the perfect foresight and idiosyncratic +# shock types. Risky income cFunc asymptotically approaches perfect foresight cFunc. +print("Consumption functions for perfect foresight vs idiosyncratic shocks:") +plot_funcs( + [ + IndShockExample.cFunc[0], + RiskyReturnExample.cFunc[0], + PortfolioChoiceExample.cFunc[0], + ], + IndShockExample.solution[0].mNrmMin, + 5, +) diff --git a/examples/ConsumptionSaving/example_ConsRiskyAssetModel.py b/examples/ConsumptionSaving/example_ConsRiskyAssetModel.py deleted file mode 100644 index 11e9f10a3..000000000 --- a/examples/ConsumptionSaving/example_ConsRiskyAssetModel.py +++ /dev/null @@ -1,34 +0,0 @@ -# %% -from HARK.ConsumptionSaving.ConsRiskyAssetModel import RiskyAssetConsumerType -from HARK.utilities import plot_funcs_der, plot_funcs -from time import time - -# %% -mystr = lambda number: "{:.4f}".format(number) - -# %% -do_simulation = True - - -# %% -# Make and solve an example consumer with idiosyncratic income shocks -RiskyReturnExample = RiskyAssetConsumerType() -RiskyReturnExample.cycles = 0 # Make this type have an infinite horizon - -# %% -start_time = time() -RiskyReturnExample.solve() -end_time = time() -print( - "Solving a consumer with idiosyncratic shocks took " - + mystr(end_time - start_time) - + " seconds." -) -RiskyReturnExample.unpack("cFunc") - -# %% -# Plot the consumption function and MPC for the infinite horizon consumer -print("Concave consumption function:") -plot_funcs(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) -print("Marginal consumption function:") -plot_funcs_der(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) From d40f32789dccdcf3a3172152b211ef6a7d08370e Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Wed, 2 Feb 2022 10:09:28 -0500 Subject: [PATCH 18/52] Update example notebook update example notebook and sync with jupytext --- .../example_ConsRiskyAssetModel.ipynb | 576 ++++++++++++++++++ .../example_ConsRiskyAssetModel.py | 84 ++- 2 files changed, 649 insertions(+), 11 deletions(-) create mode 100644 examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb new file mode 100644 index 000000000..558e39e84 --- /dev/null +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -0,0 +1,576 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6b9b3abd", + "metadata": {}, + "outputs": [], + "source": [ + "from time import time\n", + "\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", + "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n", + " PortfolioConsumerType,\n", + " init_portfolio,\n", + ")\n", + "from HARK.ConsumptionSaving.ConsRiskyAssetModel import RiskyAssetConsumerType\n", + "from HARK.utilities import plot_funcs_der, plot_funcs\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1fb52af2", + "metadata": {}, + "outputs": [], + "source": [ + "mystr = lambda number: \"{:.4f}\".format(number)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2f6a4e78", + "metadata": {}, + "outputs": [], + "source": [ + "# Make and solve an example consumer with idiosyncratic income shocks\n", + "IndShockExample = IndShockConsumerType()\n", + "IndShockExample.cycles = 0 # Make this type have an infinite horizon\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "59c23ceb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPFRaw = 0.984539 \n", + "GPFNrm = 0.993777 \n", + "GPFAggLivPrb = 0.964848 \n", + "Thorn = APF = 0.994384 \n", + "PermGroFacAdj = 1.000611 \n", + "uInvEpShkuInv = 0.990704 \n", + "VAF = 0.932054 \n", + "WRPF = 0.213705 \n", + "DiscFacGPFNrmMax = 0.972061 \n", + "DiscFacGPFAggLivPrbMax = 1.010600 \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with idiosyncratic shocks took 0.5446 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "IndShockExample.solve()\n", + "end_time = time()\n", + "print(\n", + " \"Solving a consumer with idiosyncratic shocks took \"\n", + " + mystr(end_time - start_time)\n", + " + \" seconds.\"\n", + ")\n", + "IndShockExample.unpack(\"cFunc\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "15eb3021", + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAWPklEQVR4nO3de3Cc1XnH8d+jlVY3yza25ftFJvElGHAAYSg4jYEABgI0M3TCNQnD1EODM2kgKXQ600zSJmkKzeQCgbqEYdIwMWkgqQkO91sSArZMjK8YhDG28EUyBizfLevpH1rr5pV37Xe179Hu9zOjQe/7Hu0+7MBPR+ec97zm7gIAFJaSuAsAAOQe4Q4ABYhwB4ACRLgDQAEi3AGgAJXG9cYjRozwurq6uN4eAAakZcuWbXf32kztYgv3uro6NTQ0xPX2ADAgmdm72bRjWAYAChDhDgAFiHAHgAJEuANAASLcAaAAZQx3M3vAzJrNbFUf183MfmxmjWa2wsxOz32ZAIBjkU3P/UFJc49y/RJJU1Jf8yTdG70sAEAUGde5u/tLZlZ3lCZXSvq5d+wd/IqZDTWzMe6+5Wivu23nPv3gqXXHVm2AhlQldeM5dSopsbhLAYBOubiJaZykTd2Om1Lnjgh3M5unjt69kqM/rp8835iDt4/P4a3wPz11hD4+sibeYgCgm1yEe7oua9ongLj7AkkLJKm+vt4bvndZDt4+PotXbtGXH3pNbe088ARAWHKxWqZJ0oRux+Mlbc7B6w4YPMwKQGhyEe6LJH0htWrmbEkfZRpvLxSH/2Qh3AGEJuOwjJn9UtIcSSPMrEnSNyWVSZK73ydpsaRLJTVK2iPpxv4qNjSWSndPPwoFALHJZrXMNRmuu6RbclbRgMIKGQBh4g7VCDp77nTcAQSGcI+AfjuAUBHuOUDPHUBoCPcILDUuw4QqgNAQ7hGwFBJAqAj3CIxBdwCBItwj6FrnDgBhIdwjsNTAjDMuAyAwhHsU9NwBBIpwzwE67gBCQ7hH0DWfSroDCAvhHoGxXAZAoAj3CFjnDiBUhHsELIUEECrCPYKupZAxFwIAvRDuOcA6dwChIdwjYFgGQKgI9wiYUAUQKsI9ClZCAggU4R5B54QqAzMAAkO4R9B5DxPZDiAwhHsEZDuAUBHuOcCEKoDQEO4R8AxVAKEi3CNg3zAAoSLcI2CdO4BQEe4RcIcqgFAR7pHwDFUAYSLcI6DnDiBUhHsukO4AAkO4R8BiGQChItwjYJ07gFAR7hGwFBJAqAj3CDonVAl3AIHJKtzNbK6ZrTOzRjO7I831IWb2mJm9bmarzezG3Jcanq4tfwEgLBnD3cwSku6RdImkkyRdY2Yn9Wp2i6Q17j5T0hxJ/2lmyRzXGizWuQMITTY991mSGt19vbsfkLRQ0pW92rikGuuYYRwkaYektpxWGiDWuQMIVTbhPk7Spm7HTalz3d0t6ROSNktaKemr7t7e+4XMbJ6ZNZhZQ0tLy3GWDADIJJtwT7ecu3dn9WJJyyWNlfRJSXeb2eAjfsh9gbvXu3t9bW3tMZYaHiZUAYQqm3BvkjSh2/F4dfTQu7tR0qPeoVHSO5Km56bEcBnPYgIQqGzCfamkKWY2OTVJerWkRb3abJR0gSSZ2ShJ0yStz2WhIaLnDiBUpZkauHubmc2X9KSkhKQH3H21md2cun6fpH+V9KCZrVTHMM7t7r69H+sOAhOqAEKVMdwlyd0XS1rc69x93b7fLOmi3JY2cNBzBxAa7lCNwNg6DECgCPcIuoZl6LoDCAvhHgEbhwEIFeEeAROqAEJFuEfCM1QBhIlwj8CYTwUQKMIdAAoQ4R4BE6oAQkW4R8AzVAGEinCPgJ47gFAR7hGwcRiAUBHuEfAMVQChItxzgHXuAEJDuEfAOncAoSLcc4B+O4DQEO4RGE/ZAxAowj0C1rkDCBXhHgHr3AGEinCPgC1/AYSKcAeAAkS4R9B5ExNddwCBIdwj4BmqAEJFuEfAhCqAUBHuUTChCiBQhHsEJraFBBAmwj0HiHYAoSHcI2DjMAChItwjYEIVQKgI9wg695Yh3QEEhnCPgE0hAYSKcI+AZ6gCCBXhHgHPUAUQKsIdAApQVuFuZnPNbJ2ZNZrZHX20mWNmy81stZm9mNsyA9U5LEPfHUBYSjM1MLOEpHskXSipSdJSM1vk7mu6tRkq6aeS5rr7RjMb2U/1BoV17gBClU3PfZakRndf7+4HJC2UdGWvNtdKetTdN0qSuzfntswwsc4dQKiyCfdxkjZ1O25KnetuqqQTzOwFM1tmZl/IVYEh4xmqAEKVcVhGXR3U7nqnWamkMyRdIKlS0p/N7BV3f7PHC5nNkzRPkiZOnHjs1QaGnjuAUGXTc2+SNKHb8XhJm9O0ecLdd7v7dkkvSZrZ+4XcfYG717t7fW1t7fHWHAzG3AGEKptwXyppiplNNrOkpKslLerV5v8kfcrMSs2sStJZktbmttRw0XEHEJqMwzLu3mZm8yU9KSkh6QF3X21mN6eu3+fua83sCUkrJLVLut/dV/Vn4SHgGaoAQpXNmLvcfbGkxb3O3dfr+E5Jd+autPDxDFUAoeIO1Ryg5w4gNIR7BEyoAggV4R5B15g7XXcAYSHcAaAAEe4RsJ87gFAR7hHwJCYAoSLcI+h6hmrMhQBAL4R7BF09d9IdQFgI9wgYcwcQKsI9gsPDMj969i0daGuPuRoA6EK4RzRqcLkk6a3m1pgrAYAuhHtEd/1tx87Gew8cirkSAOhCuEdUWZaQJO09SLgDCAfhHlFlsiPc99BzBxAQwj2izp474Q4gIIR7RFXJji3xGZYBEBLCPaLDPXeGZQCEJKsnMaFvFcmO349/atze4/yp44fozLphcZQEAIR7VMlEicYNrdRzbzTruTeaO8/XDa/SC984L8bKABQzwj0iM9PzX5/TY8z9O4+v0bNrm4/yUwDQvwj3HEiWlihZ2jV9MaSyjDF4ALFiQrUfVCZLtffgIbW3s6MYgHgQ7v2gKnVj0742eu8A4kG494PqVLjv3k+4A4gH4d4PKg/f2MS4O4CYMKHaDw4Py9z44BKVl3Z8X1Ii3XrhVJ0/fVScpQEoEvTc+8GZdcN0+cyxmjxikMYOrdTYoZVat7VVL65ribs0AEWCnns/qK0p10+uOa3HuXO+96x2M0wDIE/ouedJVXkpY/AA8oZwz5OqZEK7D7TFXQaAIkG450lVMqE9LI0EkCeEe55UJ0vpuQPIGyZU86SqvFRNH+zVdxev7TxXnSzVzXNO7FwuCQC5QrjnyScnDNUza7bpf/78riTpkLsOtLXrrBOH6ewTh8dcHYBCk1W4m9lcST+SlJB0v7v/ex/tzpT0iqTPu/uvc1ZlAbhp9mTdNHty5/GKpg91xd1/0q59DNUAyL2MY+5mlpB0j6RLJJ0k6RozO6mPdt+X9GSuiyxE1eUdv1d37SfcAeReNhOqsyQ1uvt6dz8gaaGkK9O0+4qkRyTxlIosDCLcAfSjbMJ9nKRN3Y6bUuc6mdk4SZ+TdN/RXsjM5plZg5k1tLQU9634h3vuuwl3AP0gm3C3NOd6P4Xih5Jud/ejLuR29wXuXu/u9bW1tVmWWJiqyg5vC0y4A8i9bCZUmyRN6HY8XtLmXm3qJS00M0kaIelSM2tz99/moshCVFJiqikv1Y+fa9Q9L7zdeb4qmdCi+bM1eUR1jNUBGOiyCfelkqaY2WRJ70m6WtK13Ru4e+cyEDN7UNLvCPbMvn/VqVqzeWfncUvrfj3csEnrW3YR7gAiyRju7t5mZvPVsQomIekBd19tZjenrh91nB19u/SUMbr0lDGdx2+37NLDDZuYZAUQWVbr3N19saTFvc6lDXV3/1L0sorT4RU0rax9BxARe8sEZBAraADkCOEekKpkQmasfQcQHXvLBMTMNChZqt8uf0+ru020ViYT+vYVMzR8UHmM1QEYSOi5B+aq+vEaWplUS+t+tbTu18Yde/T4ii16beOHcZcGYACh5x6Yb14+o8fxhu27NeeuF9S672BMFQEYiOi5B25QBStoABw7wj1wNZ3hTs8dQPYI98CVlyaULC2h5w7gmDDmPgAMrijVQ69u1OJVWzrPVZYl9F831LNNAYC0CPcB4GsXTtWyDR90Hrfub9PTa7Zp1XsfEe4A0iLcB4Drzpqk686a1Hm85aO9enrNNoZqAPSJMfcBqKaiTBKTrAD6RrgPQNXJhEpM2km4A+gDwzIDkJmppqJM72zfrWXvftDj2vTRNZ2P8ANQvEiBAWpkTbkWr9yqxSu39jj/+foJ+v5Vp8ZUFYBQEO4D1ANfOlPrt+/uce7bj63W1p37YqoIQEgI9wFqwrAqTRhW1ePc2KGVjMMDkMSEakGpqShleSQASYR7QRlcUaade+m5A2BYpqDUVJRqx+4DuvXh5T3Ol5eV6GsXTtXImop4CgOQd4R7Afmrjw3X02u2aem7OzrPHTrk2vzRPp0xaZiuOmN8jNUByCfCvYCcP32Uzp8+qse55tZ9mvWdZ7X3AGPxQDFhzL3AVSU7fn/vOXAo5koA5BPhXuAqyxKSCHeg2BDuBS5RYqooK9Heg4Q7UEwI9yJQlSzVHsbcgaJCuBeByrIEwzJAkWG1TBGoLk/osdc367k3mnucn3BClX7z5XNUmuB3PFBoCPcicNtF0/Ry4/Ye59ZubdWSd3Zo1/42Da1KxlQZgP5CuBeBi2eM1sUzRvc4t3DJRi15Z4f2HDikoVV9/CCAAYu/x4tUZZIlkkAhI9yL1OGbm/YS7kBBItyL1OGbm1j/DhQmwr1IdQ3LsP4dKERZhbuZzTWzdWbWaGZ3pLl+nZmtSH29bGYzc18qcqkqFe4MywCFKeNqGTNLSLpH0oWSmiQtNbNF7r6mW7N3JH3a3T8ws0skLZB0Vn8UjNyoTo253/qr13X7Iyt6XBs7tFKL5s9WspQ/7ICBKpulkLMkNbr7ekkys4WSrpTUGe7u/nK39q9IYuPwwE0YVqmvXzRV23cd6HH+7ZZd+sNb29Wya7/GDa2MqToAUWUT7uMkbep23KSj98pvkvT7dBfMbJ6keZI0ceLELEtEfzAzzT9/yhHnn1i1RX94a7s+2nOQcAcGsGz+7rY05zxtQ7Pz1BHut6e77u4L3L3e3etra2uzrxJ5M6Sy427VD/ceyNASQMiy6bk3SZrQ7Xi8pM29G5nZqZLul3SJu7+fm/KQb0OryiRJ732wVzt29wz4RIlpSGVZHGUBOEbZhPtSSVPMbLKk9yRdLena7g3MbKKkRyXd4O5v5rxK5M3w6o6e+zd+vSLt9Z9cc5ounzk2nyUBOA4Zw93d28xsvqQnJSUkPeDuq83s5tT1+yT9i6Thkn5qZpLU5u71/Vc2+svIwRW697rT1dy6/4hr//b4Gq3evJNwBwYAc087fN7v6uvrvaGhIZb3xvH51H88p4/VDtJtF0474lqixDRtdI0SJemmaADkipkty6bzzK6QyFrd8Gq9sK5FL6xrSXv9W1fM0BfPqctvUQDSItyRtTuvmqlV732U9tpt//u63tjamueKAPSFcEfWRg+p0OghFWmvTR5RrcUrt2jd1p1pr583baS+csGR6+oB9A/uL0dOfPGcSTp1/BBVl5ce8bVt5349+PKGuEsEigo9d+TE504br8+dln7Xif9+ab2+s3itvvbwcpVY+gnXmopS3XHJdFWktiIGEA3hjn43e8oInTiiWkve2ZH2+sFD7Wpu3a/PfGKUZk8ZkefqgMLEUkjErnnnPs367rOaM61W00cP7rPdKeOG6LJTx+SxMiA8LIXEgFFbU65Txg3Ry2+/r5ffTr9zxaF2V0VpiS49ZbSsj6EdAF0Id8TOzPTYV2Yftc1Dr76rf/7NKt311LrO57/2Ze7Jo/Wx2kG5LBEYcAh3DAj1k4YpWVqie55/O2PbtVt26u5rT89DVUC4CHcMCNNG12jNty5We4Ypor//xTIteWeH7npyXcbXLC8t0ZfOrVNNBTtdovAQ7hgwShOZb8uYM32kXnyzRfe+ePQevrur3TvG+6+exYNjUHhYLYOi1N7umvntp5QoMQ1LbXOcSTJRojuvmqlTxg/p5+qAvrFaBjiKkhLT7XOn65X12T9X5snVW/WjZ9/UedNHZv0zpSWmuSeP4SEnyDvCHUXr+rMn6fqzJ2Xd/oafvapn1jbrmbXNx/Q+b27bpevOOvahn1GDK1Rdzv+iOD4MywBZOnioXR/sPrZny/7dzxv0elP6nTQzmTF2sH57y7nH9bOSVGLG/voFKNthGcId6Ecb39+jv2z64Jh/7pX17+uXSzZFeu/y0hItmj9bU0dFX/PPjWPhYMwdCMDE4VWaOLzqmH/ugk+M0uQR1TrQ1n5c79vu0o+ffUsX//Cl4/r53m48t063nPfxnLzWYSdUJfnLoh/RcwcK1O9XbtG6bdEfoPLHt7ar4d1j/+sjk6mjBumbl8/I+etKkpl02oQTVJksvF1GGZYBkBPNrfv01OptymVWPLZiS5+7hObKibXVuuyU/Gw0d/GM0Tp5XH6WyBLuAIJ18FC7VjR9pEOZbjk+Tvf/Yb2eWbutX167t8P/ClNG5mc/o2dum8OYO4AwlSVKdMakE/rt9WdNHtZvr93b0g079OCfNsiVn47yM1m2I9wBIIIz64bpzLr8/TK59/rs2vEMVQAoQIQ7ABQgwh0AChDhDgAFiHAHgAJEuANAASLcAaAAEe4AUIBi237AzFolZX6KcXEYIWl73EUEgs+iC59FFz6LLtPcvSZTozjvUF2Xzf4IxcDMGvgsOvBZdOGz6MJn0cXMstqUi2EZAChAhDsAFKA4w31BjO8dGj6LLnwWXfgsuvBZdMnqs4htQhUA0H8YlgGAAkS4A0ABiiXczWyuma0zs0YzuyOOGkJgZg+YWbOZrYq7lriZ2QQze97M1prZajP7atw1xcXMKsxsiZm9nvosvhV3TXEys4SZ/cXMfhd3LXEzsw1mttLMlmdaEpn3MXczS0h6U9KFkpokLZV0jbuvyWshATCzv5a0S9LP3f3kuOuJk5mNkTTG3V8zsxpJyyT9TZH+d2GSqt19l5mVSfqjpK+6+ysxlxYLM7tVUr2kwe7+2bjriZOZbZBU7+4Zb+iKo+c+S1Kju6939wOSFkq6MoY6YufuL0nq30fADxDuvsXdX0t93yppraRx8VYVD++wK3VYlvoqypUPZjZe0mWS7o+7loEmjnAfJ2lTt+MmFen/xEjPzOoknSbp1ZhLiU1qKGK5pGZJT7t7sX4WP5T0j5LaY64jFC7pKTNbZmbzjtYwjnC3NOeKsleCI5nZIEmPSPoHd98Zdz1xcfdD7v5JSeMlzTKzohu2M7PPSmp292Vx1xKQc939dEmXSLolNbSbVhzh3iRpQrfj8ZI2x1AHApMaX35E0kPu/mjc9YTA3T+U9IKkufFWEotzJV2RGmdeKOl8M/tFvCXFy903p/7ZLOk36hjmTiuOcF8qaYqZTTazpKSrJS2KoQ4EJDWJ+DNJa939B3HXEyczqzWzoanvKyV9RtIbsRYVA3f/J3cf7+516siJ59z9+pjLio2ZVacWG8jMqiVdJKnPlXZ5D3d3b5M0X9KT6pg0+5W7r853HSEws19K+rOkaWbWZGY3xV1TjM6VdIM6emfLU1+Xxl1UTMZIet7MVqijM/S0uxf9MkBolKQ/mtnrkpZIetzdn+irMdsPAEAB4g5VAChAhDsAFCDCHQAKEOEOAAWIcAeAAkS4A0ABItwBoAD9P3YDLwloaljeAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption function and MPC for the infinite horizon consumer\n", + "print(\"Concave consumption function:\")\n", + "plot_funcs(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5)\n", + "print(\"Marginal consumption function:\")\n", + "plot_funcs_der(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d35df1d4", + "metadata": {}, + "outputs": [], + "source": [ + "# Make and solve an example consumer with risky returns to savings\n", + "init_risky = init_portfolio.copy()\n", + "init_risky[\"PortfolioBool\"] = False\n", + "RiskyReturnExample = RiskyAssetConsumerType(**init_risky)\n", + "RiskyReturnExample.cycles = 0 # Make this type have an infinite horizon\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "85425d79", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with idiosyncratic shocks took 0.9779 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "RiskyReturnExample.solve()\n", + "end_time = time()\n", + "print(\n", + " \"Solving a consumer with risky returns took \"\n", + " + mystr(end_time - start_time)\n", + " + \" seconds.\"\n", + ")\n", + "RiskyReturnExample.unpack(\"cFunc\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "778d3aec", + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption function and MPC for the risky asset consumer\n", + "print(\"Concave consumption function:\")\n", + "plot_funcs(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5)\n", + "print(\"Marginal consumption function:\")\n", + "plot_funcs_der(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5b9b7475", + "metadata": {}, + "outputs": [], + "source": [ + "# Make and solve an example consumer with a portfolio choice\n", + "init_portfolio[\"PortfolioBool\"] = True\n", + "PortfolioChoiceExample = RiskyAssetConsumerType(**init_portfolio)\n", + "PortfolioChoiceExample.cycles = 0 # Make this type have an infinite horizon\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1bbf5743", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with idiosyncratic shocks took 1.3873 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "PortfolioChoiceExample.solve()\n", + "end_time = time()\n", + "print(\n", + " \"Solving a consumer with risky returns and portfolio choice took \"\n", + " + mystr(end_time - start_time)\n", + " + \" seconds.\"\n", + ")\n", + "PortfolioChoiceExample.unpack(\"cFunc\")\n", + "PortfolioChoiceExample.unpack(\"ShareFunc\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "7985f73b", + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption function and MPC for the portfolio choice consumer\n", + "print(\"Concave consumption function:\")\n", + "plot_funcs(\n", + " PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5\n", + ")\n", + "print(\"Marginal consumption function:\")\n", + "plot_funcs_der(\n", + " PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7867d7d7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compare the consumption functions for the various agents in this notebook.\n", + "print(\n", + " \"Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\"\n", + ")\n", + "plot_funcs(\n", + " [\n", + " IndShockExample.cFunc[0],\n", + " RiskyReturnExample.cFunc[0],\n", + " PortfolioChoiceExample.cFunc[0],\n", + " ],\n", + " IndShockExample.solution[0].mNrmMin,\n", + " 5,\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5c2b0c00", + "metadata": {}, + "outputs": [], + "source": [ + "# Make and solve an example consumer with a portfolio choice\n", + "init_portfolio[\"PortfolioBool\"] = True\n", + "PortfolioTypeExample = PortfolioConsumerType(**init_portfolio)\n", + "PortfolioTypeExample.cycles = 0 # Make this type have an infinite horizon\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "07e6f360", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with idiosyncratic shocks took 3.8929 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "PortfolioTypeExample.solve()\n", + "end_time = time()\n", + "print(\n", + " \"Solving a consumer with portfolio choice took \"\n", + " + mystr(end_time - start_time)\n", + " + \" seconds.\"\n", + ")\n", + "PortfolioTypeExample.unpack(\"cFuncAdj\")\n", + "PortfolioTypeExample.unpack(\"ShareFuncAdj\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "f74f4c4f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption function and MPC for the portfolio choice consumer\n", + "print(\"Concave consumption function:\")\n", + "plot_funcs(PortfolioTypeExample.cFuncAdj[0], 0, 5)\n", + "print(\"Marginal consumption function:\")\n", + "plot_funcs_der(PortfolioTypeExample.cFuncAdj[0], 0, 5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "02217a1b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for portfolio choice type vs risky asset with portfolio choice:\n" + ] + }, + { + "data": { + "image/png": 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tc9bTjpzM4cMVScxYkUTa6Vza1K/Ky9d3YmSXhmpPEIQU9CKlRcLP7lv5HVgL9Tqct23B1gMnmBSfcEZ7grqM7RNNr2a11Z4giCnoRULd4W3w/d9g57dQrTGMfg863Qhh7iNzl8uyePthJsUnsHxvGhXLhnNzjybcFRet9gQhQkEvEqpOHIAfXoD1M6BcVXdfmth7oaz72vbTOfl8tiaFKUsTSEzLpGH1Cjw1pA03d4+keiW1JwglCnqRUJN9wn0Lv+VvgysfYv8Hrnjsvyda9x/PYtqyRGb+so8T2fl0jazBY4NaM7h9fbUnCFEKepFQkZ8La6bCTy9CZpq78Vi/P0OtaICz2hMADOlQn7F9oumm9gQhT0EvEuxcBbBplnuZ5ngSRF0OA56DRt3IL3Axf8MBJsUnsD75OFUrlOH3faK5o3cUjdSeoNRQ0IsEK2th+1ew+B9wZDvU7wi3fQYtriYjK5+ZP+1h2rJEDmRkEx1RmedGtee6bo2pXF7/2Zc2+o2LBKM9P7ivhT+w1t2y4Pop0G40e9MymTp3C5+tSSEzt4DezWvz3KgO9Guj9gSlmYJeJJgkr4LFz0HCEvelkiPfwna+meUJGUyatobFOw5TNiyMkV0aMjYumnYN1Z5AFPQiwSF1i3uJZsc3UCkCBr9Iduc7mLslnclvLmf7oZPUrlyOB/u15LaekdStWsHpiiWAKOhFAln6XvjhX+6TreWrQr8/c6T9WGasS2P6hGUcPeVuT/Dv69ztCSqUVXsC+S0FvUggOpYIS16G9TMhvBzEPcSOFmP5z+rjzFnwC7kFLvq1qcvdfaLp3VztCeTCFPQigeRYEvw8HtZ/BCYc2/33xNf/He+uOc2yRZupWDacm7o34a64KJrVqeJ0tRIkFPQigeD4Plgy3t2uwISR1/VO5lS5kXfWZLF3yT4aVK/AE4PbcEuPJtSoVO7i7ydyBq+C3hjzCPB7wAKbgLustdm+KEykVDieDD9PgHXTwRhOd/wdU8w1TFyTzYnso3RuUoM3bunKkA71Kav2BFJMxQ56Y0wj4EGgnbU2yxjzKXAzMNVHtYmErowUd8Cv/RCM4Uirm3k9ZzgzV7mw9hRDOjTwtCeoofV38Zq3SzdlgIrGmDygEnDA+5JEQljGfoh/BdZOw1rLvqbX8Y8TQ1i4vixVyxvGxkUxpncUjWtWcrpSCSHFDnpr7X5jzHhgH5AFfGet/e7c5xljxgHjACIjI4s7nEhwO5YI8a/B+hlYa9lWfyR/ThvI2m1VaVq7En8bEcX1MU2oovYEUgK8WbqpCYwCooHjwCxjzO3W2ulnPs9aOxGYCBATE2OLX6pIEDqy030Ev/FTrAlndc0hPHVkALv31qJns1q8P6oZ/drUJVztCaQEeXP4cDWQYK09AmCMmQ30BqZf8FUipcGhTbBkPHbrHFzhFVhUdTTPHrmKtJzajOzciNfioujQqLrTVUop4U3Q7wN6GmMq4V666Q+s9klVIsEqeZX7Ovid35JXpgqfV7iBfx/vB0Rw+1WR3N6rqdoTiN95s0a/0hjzGbAWyAfW4VmiESlVrIXEePcnWRN+IqtMdaaG3cK7p/pRv149nrgumlFdGqk9gTjGqzM/1tq/An/1US0iwcVa2P29O+CTV3KiTC3eKbidadn9iG3dhLf7RNOnRYQujxTH6RS/yKUqyIetX2KXvoY5tImj4XV5Le8u5hZcxYhuzZgbF02LumpPIIFDQS9SVHlZsG46rmVvEnY8iX1hjXkrbxzLy/bn1gEtWNIjUu0JJCAp6EUuJusY/PIfCla8S3hWGptoydu5j5DaoB9jL2/OCx0bqD2BBDQFvUhhMvbDincoWDWZ8PxMlri68F7+/dRq25dxlzfjsqY1tf4uQUFBL3KuIztwxb8GG2dhbQFzC3oxPWw0XXv0YXzvKJrUUnsCCS4KepFfJf9C3pJXKLtrPrmUY2Z+P+ZXuZYhl8fygdoTSBDTniulm7WwayHZP46nwoGVnLZV+KDgWjY2vJEbr+zKzLb11J5Agp6CXkqngjzs5s/J/OEVKh/fQZqtzRTXHZxqdwu3X9Geh9SeQEKIgl5Kl5yT5K/5kJyf36Ry1gFSXI2ZHv5Hasbeyj1xzalXTe0JJPQo6KV0OHGQrKXvYNZMoUL+Sda6WjO38l9o3/d6nunWRO0JJKQp6CW0pW4lY/GrVN45m3KuAua7erCm4W1c1X8oz7dUewIpHRT0EnqsxbXnJ44tmkDtg0soa8sz017NoXZ3MfqqOIbXq+p0hSJ+paCX0FGQR+7Gzzm1+FVqndyOy1bn3fBbKNvzHq6L60jNympPIKWTgl6CX/YJTi6fBMvfoWruYdJcjfiw6oNEXXUnd3eJplwZtSeQ0k1BL8ErI4Wji96g8ubpVHWdZrmrHasaPkTsgJt4sJnW30V+paCXoOM6sJHDC14mIulraljLAtuTlLZjGTRgKA9GVHa6PJGAo6CX4GAtOTu+J23hBBqmLaeqLc+s8CG4etzH8Ct6Ur1SWacrFAlYXgW9MaYG8B+gA2CBsdba5T6oS8QtP5cTqz8mZ8nr1MncTbitwdTKd1K3771cf1kbtQcWKQJvj+hfB7611l5vjCkHqK2f+EbWcQ798B4V175P9fyj7HA15ut6/0v7QXczpnl9rb+LXIJiB70xphpwBXAngLU2F8j1TVlSWrnSk0j+9hXq7vqE+jaL5bYDe1o8zeVDbuLOCN2eT6Q4vDmibwYcAaYYYzoDa4CHrLWnfVKZlCpZ+9ZwaP7LRB5cQCML34f34dRl9zGg/0B6VdT6u4g3vAn6MkA34AFr7UpjzOvAk8BfznySMWYcMA4gMjLSi+Ek5FhL+oZvOLn4FZqeWE2ErcjcSqOocsUf6d+jm9bfRXzEm6BPAVKstSs933+GO+jPYq2dCEwEiImJsV6MJ6EiP4eUJdMos+It6ucmkmNr8XnEvTQbdD+jWzbV+ruIjxU76K21h4wxycaY1tbaHUB/YKvvSpNQ4zp9jD3fvkHElik0dh1ju23KsuhniRl6N9fVreF0eSIhy9urbh4AZniuuNkL3OV9SRJqsg7vIfGr8UTtm01LslkZ1oW0Li/QZ9D1tKmo/jMiJc2roLfWrgdifFOKhJqjO5ZxZMEEWqUvooUN4+cKfQnv8wBxva+kjNbfRfxGn4wV33K5SFz+Ofnxb9IiawPlbUUW1bqJ+gMeol+7dk5XJ1IqKejFJwpyMtm+YCI1N0wkqmA/B2wE3zV5kHbD/sjABvWcLk+kVFPQi1dOHzvErq9eI2rPDNpzgu2mGdvb/4uYYXcxsFJFp8sTERT0UkxHEjaTMn88bQ9/RRfyWFWuB/mxf6D7lSNoU0b3XxUJJAp6KTprSVz3PacWv0q7k8uoRhlWVR9Azf6P0r1zd6erE5FCKOjlomxBHlsXz6D8L+/QIm8Hx20Vfm5wJ82HPUKfJk2dLk9ELkJBL4XKycxg69fv0GDrZNrbw+yjPj+1fJIuw+/nyurVnS5PRIpIQS+/kZG6j91fTaBl8iy6cpot4W1J6PoMlw28jchyajAmEmwU9PJfB3asJnXBeNqnfUcXXKyp1Idylz9A514D1X9GJIgp6Es7a9m5fC55P79J+6xV1LDl+aX2KBoMeoQerTs5XZ2I+ICCvpQqyMth04IpVF//Hq3yEzhKdZY0+R/aDH+IPvUaOF2eiPiQgr6UOZ2RxravXqfp7g/pYtNJME1Y2v5vdB02jisqVXa6PBEpAQr6UuJI8k4Sv55Au0NfEkM2G8t2JqnHi3TtdwPRajAmEtIU9CEuYePPHP/+FTpm/EhNYE3VflTt9zCdul3udGki4icK+hBkXQVs+XEW4Svfpm3ORk7ZiqysdxNNhz5KbFQrp8sTET9T0IeQnOzTbPp6IvW2vE8H134OEcHSZg/TfsQDxNWMcLo8EXGIgj4EnEhLZdu8V2iROJMYMtgV1owVXV+i6+A7iStfwenyRMRhCvogdihpB0lfj6dj6hxiTQ4bKnQnJe5BOsUNp2WYTrCKiJvXQW+MCQdWA/uttcO9L0kuZu+mZRxbOJ7OGT9QG8O66ldTe+Cf6Nwh1unSRCQA+eKI/iFgG1DNB+8lhbAuF1uXzsUufZ0O2Ws5bSuwqv5NRA37Ez0iWzpdnogEMK+C3hjTGBgG/BN41CcVyVny83LZuGAq1de9S/uCvRylBsuiH6D9iIfpVUsnWEXk4rw9on8NeByoWtgTjDHjgHEAkZGRXg5XemSeOs7meW/TZOcUutkjJJnGrOz4HJ2H3kPvipWcLk9Egkixg94YMxw4bK1dY4zpW9jzrLUTgYkAMTExtrjjlRbpqSnsnDeBtimf0IPTbC3bnoM9/k6XfjfTNFy36BORS+fNEX0cMNIYMxSoAFQzxky31t7um9JKl5Tdmzgw/2U6H/2GHuSzoXJvKvR9hHY9BjhdmogEuWIHvbX2KeApAM8R/WMK+Uu3a80PnFo8gc6n4qlDGdbXGkz9wY/RtXUXp0sTkRCh6+gdYF0FbPphFmVWvkW73E2coDIrGo2h1Yg/EdtA5zFExLd8EvTW2h+BH33xXqEsNyebDfPfp87G/6OTK5lDRLC85WN0HPFHeler6XR5IhKidETvB6dPHmfT3DdotmsK3Ulnb1gUq7q+SJchY6lfrrzT5YlIiFPQl6DjRw+xfc7LtE2eSU9Os6VcJw72eplOV15LM7UoEBE/UdCXgNSU3STM/TedUr+kp8lhXaXeVLzqMdp37+90aSJSCinofShpx3pS579El2MLqAWsr3E1dQY/Qde2lzldmoiUYgp6H9i59idOLXqZLqfiqUtZ1tW9hsjhj9O9aWunSxMRUdAXl3W52Bw/D7P0FTrkrOcElVnZ5C5aj3yM2LqNnC5PROS/FPSXqKCggA0LP6Tq6rfomL+LI9RkRYuH6TDyYXrpEkkRCUAK+iLKzclmw9f/R73N/0c3135STAN+6fBXOg+/j54V1GRMRAKXgv4isjNPsmHOG0TtmER30tgd3py1PV6l88A7aFxG0ycigU9JVYhTJ46xec6rtNwzlVgy2FquA6m9X6bjFddgdA28iAQRBf05Mo4dZeuXL9M2aTo9OcXGCpeReuX/0q7XEKdLExEpFgW9x7EjB9n+5Ut0SPmYXiaL9ZV6UbHf43SK6ed0aSIiXin1QX/0YBK7v/wXnQ7NJpZc1lW9ghoDn6RLp95OlyYi4hOlNugPJe8mac4LdDkyl+7ks6761dQZ8hSX6VOsIhJiSl3Q79+7jf3z/kGX9PnUBtbXGkyDYU8T06KD06WJiJSIUhP0BxJ3kDLn73RN/5YIwlhXZxRNRz5N98iWTpcmIlKiQj7oD+3bRdKXz9Et7WsiMKytew3NrvkLsQ2jnC5NRMQvih30xpgmwDSgPuACJlprX/dVYd5KTdlD4hfP0fXoPGphWFtnFNGj/0Js42ZOlyYi4lfeHNHnA3+y1q41xlQF1hhjFlprt/qotmI5ciCRvbOfo+uROdTEsi5iOE1H/YVYLdGISClV7KC31h4EDnoenzTGbAMaAY4E/dFD+9g9+3m6pn5BN1ysqzWExqOeJTZKrYJFpHTzyRq9MSYK6AqsPM/PxgHjACIjI30x3FlOHE9jy6zn6ZzyETHksbbmYBqNfJYezdr6fCwRkWDkddAbY6oAnwMPW2tPnPtza+1EYCJATEyM9Xa8X2VnnWbd5y/Tdvf79OIUa6r1o+6o5+jRoqOvhhARCQleBb0xpizukJ9hrZ3tm5IuLD8vl7Xz3qXpxtfpRRobK8RwdMhzXNY5zh/Di4gEHW+uujHAJGCbtfYV35V0ftblYt33H1F7xb/o4UphZ5lWHLnqdTrFjSjpoUVEgpo3R/RxwO+ATcaY9Z5tT1trv/G6qnPs2bSSrHmP0y13PUlhjVnb6y26DrhN7YJFRIrAm6tu4gHjw1p+Iy01hd2fPEVM2jxOmsqsbPsUl137KE3LlivJYUVEQkpAfjI2Py+X1Z++SPud79CNXFbVu4G2N79AbK06TpcmIhJ0Ai7od63/GTPvIXoW7GFDxe7UuGY8PVt3cbosEZGgFTBBn3kqgw0fPkGPQx9zzFRnbexrdB00RuvwIiJeCoig37H2JyrNu49e9gArI0bT5vYJdKsZ4XRZIiIhwdGgdxUU8Mu0p4lJnMhRU4stAz4iNm6YkyWJiIQcx4L+ZEY6e9+7hZ5ZK1hdrT8tx06kvY7iRUR8zpGgz0g/zNG3B9E+P5GV7Z6ixw2Pay1eRKSE+D3oCwoKSHnvWlrm72Nr34nEXnWDv0sQESlV/H4YvWbOW7TP3cSGzs/SSSEvIlLi/B70tbdMYU94NDGjH/D30CIipZJfgz43O5PmBQkcbXWz1uRFRPzEr2mbl3USgIbdhvhzWBGRUs2/h9W5p0mnGo2b6+YgIiL+4tegL+PKJrliWy3biIj4kV8Tt6zNI6tatD+HFBEp9fwa9GG4MDWj/DmkiEip5/c1lAp1m/t7SBGRUs3vQV+jUSt/DykiUqp5FfTGmMHGmB3GmN3GmCeL8pp6kS29GVJERC5RsYPeGBMOvA0MAdoBtxhj2l3oNfmUoULFysUdUkREisGbI/oewG5r7V5rbS7wMTDqQi/IN2W9GE5ERIrDm6BvBCSf8X2KZ9tZjDHjjDGrjTGrs6jgxXAiIlIc3gS9Oc82+5sN1k601sZYa2NqNojyYjgRESkOb4I+BWhyxveNgQPelSMiIr7mTdCvAloaY6KNMeWAm4G5vilLRER8pdh3mLLW5htj/ggsAMKBydbaLT6rTEREfMKrWwlaa78BvvFRLSIiUgLURlJEJMQp6EVEQpyCXkQkxCnoRURCnLH2N59xKrnBjDkJ7PDbgMUXARx1uogiUJ2+Eww1gur0tWCps7W1tmpxX+zVVTfFsMNaG+PnMS+ZMWa16vSdYKgzGGoE1elrwVSnN6/X0o2ISIhT0IuIhDh/B/1EP49XXKrTt4KhzmCoEVSnr5WKOv16MlZERPxPSzciIiFOQS8iEuL8EvTFuYm4PxhjmhhjfjDGbDPGbDHGPOTZ/jdjzH5jzHrPn6EBUGuiMWaTp57Vnm21jDELjTG7PF9rOlxj6zPmbL0x5oQx5uFAmE9jzGRjzGFjzOYzthU6f8aYpzz76w5jzCCH63zZGLPdGLPRGPOFMaaGZ3uUMSbrjHl9z+E6C/09OzGfhdT4yRn1JRpj1nu2OzmXheWQ7/ZPa22J/sHdwngP0AwoB2wA2pX0uEWsrQHQzfO4KrAT943O/wY85nR959SaCEScs+3fwJOex08CLzld5zm/90NA00CYT+AKoBuw+WLz59kHNgDlgWjP/hvuYJ0DgTKexy+dUWfUmc8LgPk87+/Zqfk8X43n/HwC8GwAzGVhOeSz/dMfR/SXfBNxf7HWHrTWrvU8Pgls4zz3vQ1go4APPI8/AEY7V8pv9Af2WGuTnC4EwFq7BEg/Z3Nh8zcK+Nham2OtTQB2496PHanTWvudtTbf8+0K3Hdzc1Qh81kYR+bzQjUaYwxwIzCzpOu4mAvkkM/2T38EfZFuIu40Y0wU0BVY6dn0R88/lSc7vSTiYYHvjDFrjDHjPNvqWWsPgntnAeo6Vt1v3czZ/xEF2nxC4fMXyPvsWGD+Gd9HG2PWGWN+MsZc7lRRZzjf7zkQ5/NyINVau+uMbY7P5Tk55LP90x9BX6SbiDvJGFMF+Bx42Fp7AngXaA50AQ7i/iee0+Kstd2AIcAfjDFXOF1QYYz71pIjgVmeTYE4nxcSkPusMeYZIB+Y4dl0EIi01nYFHgU+MsZUc6o+Cv89B+J83sLZByKOz+V5cqjQp55n2wXn0x9BH9A3ETfGlMU9uTOstbMBrLWp1toCa60LeB8//bP9Qqy1BzxfDwNf4K4p1RjTAMDz9bBzFZ5lCLDWWpsKgTmfHoXNX8Dts8aYMcBw4DbrWaj1/NM9zfN4De612lZO1XiB33NAzacxpgxwLfDJr9ucnsvz5RA+3D/9EfQBexNxzzrdJGCbtfaVM7Y3OONp1wCbz32tPxljKhtjqv76GPfJuc2453GM52ljgDnOVPgbZx0tBdp8nqGw+ZsL3GyMKW+MiQZaAr84UB/gvmoNeAIYaa3NPGN7HWNMuOdxM9x17nWmygv+ngNqPoGrge3W2pRfNzg5l4XlEL7cP/10Vnko7jPJe4BnnDizXUhdfXD/k2cjsN7zZyjwIbDJs30u0MDhOpvhPsu+Adjy6xwCtYFFwC7P11oBMKeVgDSg+hnbHJ9P3P/jOQjk4T4iuvtC8wc849lfdwBDHK5zN+412V/30fc8z73Osz9sANYCIxyus9DfsxPzeb4aPdunAved81wn57KwHPLZ/qkWCCIiIU6fjBURCXEKehGREKegFxEJcQp6EZEQp6AXEQlxCnoRkRCnoBcRCXH/DwvH+qN1JNGaAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compare the consumption functions for the various portfolio choice types.\n", + "print(\n", + " \"Consumption functions for portfolio choice type vs risky asset with portfolio choice:\"\n", + ")\n", + "plot_funcs([PortfolioTypeExample.cFuncAdj[0], PortfolioChoiceExample.cFunc[0]], 0, 200)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1aac4980", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Share functions for portfolio choice type vs risky asset with portfolio choice:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compare the share functions for the various portfolio choice types.\n", + "print(\"Share functions for portfolio choice type vs risky asset with portfolio choice:\")\n", + "plot_funcs(\n", + " [PortfolioTypeExample.ShareFuncAdj[0], PortfolioChoiceExample.ShareFunc[0]], 0, 200\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8c49266d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "e142479391b55cd73c518fdaa8d77b25530b0ba1811d1048225bf54019104d93" + }, + "jupytext": { + "cell_metadata_filter": "-all", + "formats": "ipynb,auto:percent", + "main_language": "python", + "notebook_metadata_filter": "-all" + }, + "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": "3.9.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py index 93a8963c5..6a9b347a7 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py @@ -2,18 +2,24 @@ from time import time from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType -from HARK.ConsumptionSaving.ConsPortfolioModel import init_portfolio +from HARK.ConsumptionSaving.ConsPortfolioModel import ( + PortfolioConsumerType, + init_portfolio, +) from HARK.ConsumptionSaving.ConsRiskyAssetModel import RiskyAssetConsumerType from HARK.utilities import plot_funcs_der, plot_funcs + # %% mystr = lambda number: "{:.4f}".format(number) + # %% # Make and solve an example consumer with idiosyncratic income shocks IndShockExample = IndShockConsumerType() IndShockExample.cycles = 0 # Make this type have an infinite horizon + # %% start_time = time() IndShockExample.solve() @@ -25,6 +31,7 @@ ) IndShockExample.unpack("cFunc") + # %% # Plot the consumption function and MPC for the infinite horizon consumer print("Concave consumption function:") @@ -33,51 +40,58 @@ plot_funcs_der(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5) + # %% -# Make and solve an example consumer with idiosyncratic income shocks +# Make and solve an example consumer with risky returns to savings init_risky = init_portfolio.copy() init_risky["PortfolioBool"] = False RiskyReturnExample = RiskyAssetConsumerType(**init_risky) RiskyReturnExample.cycles = 0 # Make this type have an infinite horizon + # %% start_time = time() RiskyReturnExample.solve() end_time = time() print( - "Solving a consumer with idiosyncratic shocks took " + "Solving a consumer with risky returns took " + mystr(end_time - start_time) + " seconds." ) RiskyReturnExample.unpack("cFunc") + # %% -# Plot the consumption function and MPC for the infinite horizon consumer +# Plot the consumption function and MPC for the risky asset consumer print("Concave consumption function:") plot_funcs(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) print("Marginal consumption function:") plot_funcs_der(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) + # %% -# Make and solve an example consumer with idiosyncratic income shocks +# Make and solve an example consumer with a portfolio choice init_portfolio["PortfolioBool"] = True PortfolioChoiceExample = RiskyAssetConsumerType(**init_portfolio) PortfolioChoiceExample.cycles = 0 # Make this type have an infinite horizon + # %% start_time = time() PortfolioChoiceExample.solve() end_time = time() print( - "Solving a consumer with idiosyncratic shocks took " + "Solving a consumer with risky returns and portfolio choice took " + mystr(end_time - start_time) + " seconds." ) PortfolioChoiceExample.unpack("cFunc") +PortfolioChoiceExample.unpack("ShareFunc") + # %% -# Plot the consumption function and MPC for the infinite horizon consumer +# Plot the consumption function and MPC for the portfolio choice consumer print("Concave consumption function:") plot_funcs( PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5 @@ -88,11 +102,12 @@ ) -# %% -# Compare the consumption functions for the perfect foresight and idiosyncratic -# shock types. Risky income cFunc asymptotically approaches perfect foresight cFunc. -print("Consumption functions for perfect foresight vs idiosyncratic shocks:") +# %% +# Compare the consumption functions for the various agents in this notebook. +print( + "Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:" +) plot_funcs( [ IndShockExample.cFunc[0], @@ -102,3 +117,50 @@ IndShockExample.solution[0].mNrmMin, 5, ) + + +# %% +# Make and solve an example consumer with a portfolio choice +init_portfolio["PortfolioBool"] = True +PortfolioTypeExample = PortfolioConsumerType(**init_portfolio) +PortfolioTypeExample.cycles = 0 # Make this type have an infinite horizon + + +# %% +start_time = time() +PortfolioTypeExample.solve() +end_time = time() +print( + "Solving a consumer with portfolio choice took " + + mystr(end_time - start_time) + + " seconds." +) +PortfolioTypeExample.unpack("cFuncAdj") +PortfolioTypeExample.unpack("ShareFuncAdj") + + +# %% +# Plot the consumption function and MPC for the portfolio choice consumer +print("Concave consumption function:") +plot_funcs(PortfolioTypeExample.cFuncAdj[0], 0, 5) +print("Marginal consumption function:") +plot_funcs_der(PortfolioTypeExample.cFuncAdj[0], 0, 5) + + +# %% +# Compare the consumption functions for the various portfolio choice types. +print( + "Consumption functions for portfolio choice type vs risky asset with portfolio choice:" +) +plot_funcs([PortfolioTypeExample.cFuncAdj[0], PortfolioChoiceExample.cFunc[0]], 0, 200) + + +# %% +# Compare the share functions for the various portfolio choice types. +print("Share functions for portfolio choice type vs risky asset with portfolio choice:") +plot_funcs( + [PortfolioTypeExample.ShareFuncAdj[0], PortfolioChoiceExample.ShareFunc[0]], 0, 200 +) + + +# %% From 43645badbaf1c96bf39f13d00096496efa27ddcb Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Wed, 2 Feb 2022 10:11:33 -0500 Subject: [PATCH 19/52] Optimize share by linear interpolation scipy is too slow, use share grid instead Note: why is share grid from 0 to 1? it could be from share limit to 1 instead --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 100 ++++++++++++------ 1 file changed, 69 insertions(+), 31 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 6afe8b15b..f5e274914 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -73,7 +73,7 @@ def pre_solve(self): self.update_solution_terminal() if self.PortfolioBool: - self.solution_terminal.shareFunc = ConstantFunction(1.0) + self.solution_terminal.ShareFunc = ConstantFunction(1.0) def update(self): @@ -83,6 +83,7 @@ def update(self): self.update_ShockDstn() if self.PortfolioBool: + self.update_ShareGrid() self.update_ShareLimit() def update_RiskyDstn(self): @@ -120,7 +121,7 @@ def update_RiskyDstn(self): self.RiskyDstn = IndexDistribution( Lognormal.from_mean_std, {"mean": self.RiskyAvg, "std": self.RiskyStd}, - seed=self.RNG.randint(0, 2 ** 31 - 1), + seed=self.RNG.randint(0, 2**31 - 1), ).approx(self.RiskyCount) self.add_to_time_vary("RiskyDstn") @@ -220,6 +221,22 @@ def update_ShareLimit(self): self.ShareLimit = SharePF self.add_to_time_inv("ShareLimit") + def update_ShareGrid(self): + """ + Creates the attribute ShareGrid as an evenly spaced grid on [0.,1.], using + the primitive parameter ShareCount. + + Parameters + ---------- + None + + Returns + ------- + None + """ + self.ShareGrid = np.linspace(0.0, 1.0, self.ShareCount) + self.add_to_time_inv("ShareGrid") + def get_Risky(self): """ Sets the attribute Risky as a single draw from a lognormal distribution. @@ -242,7 +259,7 @@ def get_Risky(self): RiskyStd = self.RiskyStd self.shocks["Risky"] = Lognormal.from_mean_std( - RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2 ** 31 - 1) + RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2**31 - 1) ).draw(1) def get_Adjust(self): @@ -260,7 +277,7 @@ def get_Adjust(self): None """ self.shocks["Adjust"] = IndexDistribution( - Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2 ** 31 - 1) + Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2**31 - 1) ).draw(self.t_cycle) def initialize_sim(self): @@ -387,7 +404,8 @@ def prepare_to_calc_EndOfPrdvP(self): if self.zero_bound: aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), + aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), @@ -552,6 +570,7 @@ def v_next(shocks, a_nrm): @dataclass class ConsBasicPortfolioSolver(ConsRiskySolver): + ShareGrid: np.array ShareLimit: float def calc_EndOfPrdvP(self): @@ -579,7 +598,7 @@ def prePermShkvPfunc(perm_shk, b_nrm): # Optimize portfolio share - self.opt_share_next = self.solution_next.shareFunc(self.aNrmNow) + aMat, sMat = np.meshgrid(self.aNrmNow, self.ShareGrid, indexing="ij") def endOfPrddvds(risky_shk, a_nrm, share): r_diff = risky_shk - self.Rfree @@ -587,26 +606,37 @@ def endOfPrddvds(risky_shk, a_nrm, share): b_nrm = a_nrm * r_port return a_nrm * r_diff * self.prePermShkvPfunc(b_nrm) - def objective_func(share, a_nrm): - return calc_expectation(self.RiskyDstn, endOfPrddvds, a_nrm, share) - - opt_share = np.empty_like(self.aNrmNow) - for ai in range(self.aNrmNow.size): - a_nrm = self.aNrmNow[ai] - if a_nrm == 0.0: - opt_share[ai] = 1.0 - elif objective_func(1.0, a_nrm) > 0.0: - opt_share[ai] = 1.0 - else: - x0 = self.opt_share_next[ai] - x1 = x0 - self.aXtraGrid[:2].min() - sol = root_scalar(objective_func, x0=x0, x1=x1, args=(a_nrm,)) - if sol.converged: - opt_share[ai] = sol.root - else: - opt_share[ai] = 1.0 - - self.opt_share = opt_share + EndOfPrddvds = calc_expectation(self.RiskyDstn, endOfPrddvds, aMat, sMat) + EndOfPrddvds = EndOfPrddvds[:, :, 0] + + # For each value of aNrm, find the value of Share such that FOC-Share == 0. + crossing = np.logical_and( + EndOfPrddvds[:, 1:] <= 0.0, EndOfPrddvds[:, :-1] >= 0.0 + ) + share_idx = np.argmax(crossing, axis=1) + a_idx = np.arange(self.aNrmNow.size) + bot_s = self.ShareGrid[share_idx] + top_s = self.ShareGrid[share_idx + 1] + bot_f = EndOfPrddvds[a_idx, share_idx] + top_f = EndOfPrddvds[a_idx, share_idx + 1] + + alpha = 1.0 - top_f / (top_f - bot_f) + + self.opt_share = (1.0 - alpha) * bot_s + alpha * top_s + + # If agent wants to put more than 100% into risky asset, he is constrained + constrained_top = EndOfPrddvds[:, -1] > 0.0 + # Likewise if he wants to put less than 0% into risky asset + constrained_bot = EndOfPrddvds[:, 0] < 0.0 + + # For values of aNrm at which the agent wants to put + # more than 100% into risky asset, constrain them + self.opt_share[constrained_top] = 1.0 + self.opt_share[constrained_bot] = 0.0 + + if not self.zero_bound: + # aNrm=0, so there's no way to "optimize" the portfolio + self.opt_share[0] = 1.0 def endOfPrddvda(risky_shk, a_nrm, share): r_diff = risky_shk - self.Rfree @@ -623,34 +653,42 @@ def endOfPrddvda(risky_shk, a_nrm, share): return EndOfPrddvda - def add_shareFunc(self, solution): + def add_ShareFunc(self, solution): """ Construct the risky share function when the agent can adjust """ if self.zero_bound: - self.shareFunc = LinearInterp( + self.EndOfPrdShareFunc = LinearInterp( np.append(0.0, self.aNrmNow), np.append(1.0, self.opt_share), intercept_limit=self.ShareLimit, slope_limit=0.0, ) else: - self.shareFunc = LinearInterp( + self.EndOfPrdShareFunc = LinearInterp( self.aNrmNow, self.opt_share, intercept_limit=self.ShareLimit, slope_limit=0.0, ) - solution.shareFunc = self.shareFunc + self.ShareFunc = LinearInterp( + np.append(0.0, self.mNrmNow), + np.append(1.0, self.opt_share), + intercept_limit=self.ShareLimit, + slope_limit=0.0, + ) + + solution.EndOfPrdShareFunc = self.EndOfPrdShareFunc + solution.ShareFunc = self.ShareFunc return solution def solve(self): solution = super().solve() - solution = self.add_shareFunc(solution) + solution = self.add_ShareFunc(solution) return solution From 3c0c903dbe87a3231f7321fc851a68c14e96f262 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:26:47 -0500 Subject: [PATCH 20/52] Update ShareGrid the share grid only needs to go from shareLimit to 1, not below --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index f5e274914..33efaaba1 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -5,11 +5,11 @@ simulation methods. It is meant as a container of methods for dealing with risky assets that will be useful to models what will inherit from it. """ -from copy import deepcopy from dataclasses import dataclass +from mimetypes import init import numpy as np -from scipy.optimize import root_scalar, minimize_scalar +from scipy.optimize import minimize_scalar from HARK import make_one_period_oo_solver from HARK.ConsumptionSaving.ConsIndShockModel import ( @@ -45,8 +45,6 @@ class RiskyAssetConsumerType(IndShockConsumerType): The meaning of "adjusting his portfolio" depends on the particular model. """ - time_inv_ = deepcopy(IndShockConsumerType.time_inv_) - shock_vars_ = IndShockConsumerType.shock_vars_ + ["Adjust", "Risky"] def __init__(self, verbose=False, quiet=False, **kwds): @@ -83,8 +81,8 @@ def update(self): self.update_ShockDstn() if self.PortfolioBool: - self.update_ShareGrid() self.update_ShareLimit() + self.update_ShareGrid() def update_RiskyDstn(self): """ @@ -234,7 +232,7 @@ def update_ShareGrid(self): ------- None """ - self.ShareGrid = np.linspace(0.0, 1.0, self.ShareCount) + self.ShareGrid = np.linspace(self.ShareLimit, 1.0, self.ShareCount) self.add_to_time_inv("ShareGrid") def get_Risky(self): From d83b0c8fe2379929dad1b2916624d760686b1423 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:27:54 -0500 Subject: [PATCH 21/52] Remove limits this part of the code does not seem to work yet, so this allows for linear extrapolation after last point --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 22 +++++++++++-------- 1 file changed, 13 insertions(+), 9 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 33efaaba1..52e6d1b72 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -356,17 +356,21 @@ def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): # overwrite PatFac def pat_fac_func(shock): - return shock ** (1.0 - self.CRRA) + return ((shock * self.DiscFacEff) ** (1.0 / self.CRRA)) / shock - self.PatFac = ( - calc_expectation(self.RiskyDstn, pat_fac_func) * self.DiscFacEff - ) ** (1.0 / self.CRRA) + self.PatFac = calc_expectation(self.RiskyDstn, pat_fac_func) self.MPCminNow = 1.0 / (1.0 + self.PatFac / solution_next.MPCmin) - self.hNrmNow = ( - self.PermGroFac / self.Rfree * (self.Ex_IncNext + solution_next.hNrm) - ) + def h_nrm_func(shocks): + return ( + self.PermGroFac + / shocks[2] + * (shocks[0] * shocks[1] + solution_next.hNrm) + ) + + self.hNrmNow = calc_expectation(self.ShockDstn, h_nrm_func) + self.MPCmaxNow = 1.0 / ( 1.0 + (self.WorstIncPrb ** (1.0 / self.CRRA)) @@ -374,8 +378,8 @@ def pat_fac_func(shock): / solution_next.MPCmax ) - self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow - self.cFuncLimitSlope = self.MPCminNow + self.cFuncLimitIntercept = None + self.cFuncLimitSlope = None def def_BoroCnst(self, BoroCnstArt): From 32475498b5dc67b6c373e8be9af392cd1a2e8af6 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:28:27 -0500 Subject: [PATCH 22/52] Update borrowing constraint adjust borrowing constraint --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 15 ++++++++++----- 1 file changed, 10 insertions(+), 5 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 52e6d1b72..5d82a19d0 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -383,14 +383,19 @@ def h_nrm_func(shocks): def def_BoroCnst(self, BoroCnstArt): - # Natural Borrowing Constraint is always 0.0 in risky return models - self.BoroCnstNat = -self.TranShkDstn.X.min() + # Calculate the minimum allowable value of money resources in this period + self.BoroCnstNat = ( + (self.solution_next.mNrmMin - self.TranShkDstn.X.min()) + * (self.PermGroFac * self.PermShkDstn.X.min()) + / self.RiskyDstn.X.max() + ) # Flag for whether the natural borrowing constraint is zero self.zero_bound = self.BoroCnstNat == BoroCnstArt - # minimum normalized cash on hand is 0.0 - self.mNrmMinNow = BoroCnstArt - + if BoroCnstArt is None: + self.mNrmMinNow = self.BoroCnstNat + else: + self.mNrmMinNow = np.max([self.BoroCnstNat, BoroCnstArt]) if self.BoroCnstNat < self.mNrmMinNow: self.MPCmaxEff = 1.0 # If actually constrained, MPC near limit is 1 else: From 719dad37b2a1ddfbc05d5013dd1b74c5ae735620 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:29:43 -0500 Subject: [PATCH 23/52] Calculate preIncShkvPfunc --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 45 ++++++++++++++++--- 1 file changed, 38 insertions(+), 7 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 5d82a19d0..0a77ae72b 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -409,7 +409,7 @@ def def_BoroCnst(self, BoroCnstArt): def prepare_to_calc_EndOfPrdvP(self): if self.zero_bound: - aNrmNow = self.aXtraGrid + aNrmNow = np.append(self.BoroCnstNat, self.aXtraGrid) bNrmNext = np.append( aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), @@ -438,14 +438,45 @@ def calc_ExpMargValueFunc(self, dstn, func, grid): return margValueFunc, vals - def calc_ExpValueFunc(self, dstn, func, grid): + def calc_preIncShkvPfunc(self, vPfuncNext): - vals = calc_expectation(dstn, func, grid) - nvrs = self.uinv(vals) - nvrsFunc = LinearInterp(grid, nvrs) - valueFunc = ValueFuncCRRA(nvrsFunc, self.CRRA) + # calculate expectation with respect to transitory shock + + def preTranShkvPfunc(tran_shk, w_nrm): + return vPfuncNext(w_nrm + tran_shk) + + self.preTranShkvPfunc, _ = self.calc_ExpMargValueFunc( + self.TranShkDstn, preTranShkvPfunc, self.wNrmNext + ) + + # calculate expectation with respect to permanent shock + + def prePermShkvPfunc(perm_shk, b_nrm): + shock = perm_shk * self.PermGroFac + return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) + + self.prePermShkvPfunc, _ = self.calc_ExpMargValueFunc( + self.PermShkDstn, prePermShkvPfunc, self.bNrmNext + ) - return valueFunc, vals + preIncShkvPfunc = self.prePermShkvPfunc + + return preIncShkvPfunc + + def calc_preRiskyShkvPfunc(self, preIncShkvPfunc): + + # calculate expectation with respect to risky shock + + def preRiskyShkvPfunc(risky_shk, a_nrm): + return self.DiscFacEff * risky_shk * preIncShkvPfunc(a_nrm * risky_shk) + + self.preRiskyShkvPfunc, EndOfPrdvP = self.calc_ExpMargValueFunc( + self.RiskyDstn, preRiskyShkvPfunc, self.aNrmNow + ) + + self.EndOfPrdvPFunc = self.preRiskyShkvPfunc + + return EndOfPrdvP def calc_EndOfPrdvP(self): """ From aac7edf6ba7fdcd1898cc0bb3d7fda237b3db8bd Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:30:24 -0500 Subject: [PATCH 24/52] Use preInc and preRisky solvers --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 34 ++----------------- 1 file changed, 2 insertions(+), 32 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 0a77ae72b..796fe0f99 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -496,39 +496,9 @@ def calc_EndOfPrdvP(self): if self.IndepDstnBool: - # calculate expectation with respect to transitory shock - - def preTranShkvPfunc(tran_shk, w_nrm): - return self.vPfuncNext(w_nrm + tran_shk) - - self.preTranShkvPfunc, _ = self.calc_ExpMargValueFunc( - self.TranShkDstn, preTranShkvPfunc, self.wNrmNext - ) - - # calculate expectation with respect to permanent shock - - def prePermShkvPfunc(perm_shk, b_nrm): - shock = perm_shk * self.PermGroFac - return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) - - self.prePermShkvPfunc, _ = self.calc_ExpMargValueFunc( - self.PermShkDstn, prePermShkvPfunc, self.bNrmNext - ) - - # calculate expectation with respect to risky shock - - def preRiskyShkvPfunc(risky_shk, a_nrm): - return ( - self.DiscFacEff - * risky_shk - * self.prePermShkvPfunc(a_nrm * risky_shk) - ) - - self.preRiskyShkvPfunc, EndOfPrdvP = self.calc_ExpMargValueFunc( - self.RiskyDstn, preRiskyShkvPfunc, self.aNrmNow - ) + preIncShkvPfunc = self.calc_preIncShkvPfunc(self.vPfuncNext) - self.EndOfPrdvPFunc = self.preRiskyShkvPfunc + EndOfPrdvP = self.calc_preRiskyShkvPfunc(preIncShkvPfunc) else: From 8e6720a90365937ee4b60ab4fd2352cb20029e1e Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:30:53 -0500 Subject: [PATCH 25/52] Update vFunc using preInc and preRisky --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 65 ++++++++++++------- 1 file changed, 43 insertions(+), 22 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 796fe0f99..14f6b2c91 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -518,6 +518,47 @@ def vP_next(shocks, a_nrm): return EndOfPrdvP + def calc_ExpValueFunc(self, dstn, func, grid): + + vals = calc_expectation(dstn, func, grid) + nvrs = self.uinv(vals) + nvrsFunc = LinearInterp(grid, nvrs) + valueFunc = ValueFuncCRRA(nvrsFunc, self.CRRA) + + return valueFunc, vals + + def calc_preIncShkvFunc(self, vFuncNext): + def preTranShkvFunc(tran_shk, w_nrm): + return vFuncNext(w_nrm + tran_shk) + + self.preTranShkvFunc, _ = self.calc_ExpValueFunc( + self.TranShkDstn, preTranShkvFunc, self.wNrmNext + ) + + def prePermShkvFunc(perm_shk, b_nrm): + shock = perm_shk * self.PermGroFac + return shock ** (1.0 - self.CRRA) * self.preTranShkvFunc(b_nrm / shock) + + self.prePermShkvFunc, _ = self.calc_ExpValueFunc( + self.PermShkDstn, prePermShkvFunc, self.bNrmNext + ) + + preIncShkvFunc = self.prePermShkvFunc + + return preIncShkvFunc + + def calc_preRiskyShkvFunc(self, preIncShkvFunc): + def preRiskyShkvFunc(risky_shk, a_nrm): + return self.DiscFacEff * preIncShkvFunc(risky_shk * a_nrm) + + self.preRiskyShkvFunc, EndOfPrdv = self.calc_ExpValueFunc( + self.RiskyDstn, preRiskyShkvFunc, self.aNrmNow + ) + + self.EndOfPrdvFunc = self.preRiskyShkvFunc + + return EndOfPrdv + def make_EndOfPrdvFunc(self, EndOfPrdvP): """ Construct the end-of-period value function for this period, storing it @@ -536,29 +577,9 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): if self.IndepDstnBool: - def preTranShkvFunc(tran_shk, w_nrm): - return self.vFuncNext(w_nrm + tran_shk) - - self.preTranShkvFunc, _ = self.calc_ExpValueFunc( - self.TranShkDstn, preTranShkvFunc, self.wNrmNext - ) - - def prePermShkvFunc(perm_shk, b_nrm): - shock = perm_shk * self.PermGroFac - return shock ** (1.0 - self.CRRA) * self.preTranShkvFunc(b_nrm / shock) - - self.prePermShkvFunc, _ = self.calc_ExpValueFunc( - self.PermShkDstn, prePermShkvFunc, self.bNrmNext - ) - - def preRiskyShkvFunc(risky_shk, a_nrm): - return self.DiscFacEff * self.prePermShkvFunc(risky_shk * a_nrm) - - self.preRiskyShkvFunc, EndOfPrdv = self.calc_ExpValueFunc( - self.RiskyDstn, preRiskyShkvFunc, self.aNrmNow - ) + preIncShkvFunc = self.calc_preIncShkvFunc(self.vFuncNext) - self.EndOfPrdvFunc = self.preRiskyShkvFunc + EndOfPrdv = self.calc_preRiskyShkvFunc(preIncShkvFunc) else: From 8c0a44ccb4c73cf18fef5b26ef367b9e8aeac6bc Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:31:22 -0500 Subject: [PATCH 26/52] Update ConsBasicPortfolioSolver --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 146 +++++++++++------- 1 file changed, 94 insertions(+), 52 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 14f6b2c91..5a29911eb 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -602,85 +602,127 @@ class ConsBasicPortfolioSolver(ConsRiskySolver): ShareGrid: np.array ShareLimit: float - def calc_EndOfPrdvP(self): + def prepare_to_calc_EndOfPrdvP(self): + super().prepare_to_calc_EndOfPrdvP() - if self.IndepDstnBool: + self.aMat, self.sMat = np.meshgrid(self.aNrmNow, self.ShareGrid, indexing="ij") - # calculate expectation with respect to transitory shock + return self.aNrmNow - def preTranShkvPfunc(tran_shk, w_nrm): - return self.vPfuncNext(w_nrm + tran_shk) + def optimize_share(self, EndOfPrddvds): - self.preTranShkvPfunc, _ = self.calc_ExpMargValueFunc( - self.TranShkDstn, preTranShkvPfunc, self.wNrmNext - ) + # For each value of aNrm, find the value of Share such that FOC-Share == 0. + crossing = np.logical_and( + EndOfPrddvds[:, 1:] <= 0.0, EndOfPrddvds[:, :-1] >= 0.0 + ) + share_idx = np.argmax(crossing, axis=1) + a_idx = np.arange(self.aNrmNow.size) + bot_s = self.ShareGrid[share_idx] + top_s = self.ShareGrid[share_idx + 1] + bot_f = EndOfPrddvds[a_idx, share_idx] + top_f = EndOfPrddvds[a_idx, share_idx + 1] - # calculate expectation with respect to permanent shock + alpha = 1.0 - top_f / (top_f - bot_f) - def prePermShkvPfunc(perm_shk, b_nrm): - shock = perm_shk * self.PermGroFac - return shock ** (-self.CRRA) * self.preTranShkvPfunc(b_nrm / shock) + opt_share = (1.0 - alpha) * bot_s + alpha * top_s - self.prePermShkvPfunc, _ = self.calc_ExpMargValueFunc( - self.PermShkDstn, prePermShkvPfunc, self.bNrmNext - ) + # If agent wants to put more than 100% into risky asset, he is constrained + constrained_top = EndOfPrddvds[:, -1] > 0.0 + # Likewise if he wants to put less than 0% into risky asset + constrained_bot = EndOfPrddvds[:, 0] < 0.0 - # Optimize portfolio share + # For values of aNrm at which the agent wants to put + # more than 100% into risky asset, constrain them + opt_share[constrained_top] = 1.0 + opt_share[constrained_bot] = 0.0 - aMat, sMat = np.meshgrid(self.aNrmNow, self.ShareGrid, indexing="ij") + if not self.zero_bound: + # aNrm=0, so there's no way to "optimize" the portfolio + opt_share[0] = 1.0 - def endOfPrddvds(risky_shk, a_nrm, share): - r_diff = risky_shk - self.Rfree - r_port = self.Rfree + r_diff * share - b_nrm = a_nrm * r_port - return a_nrm * r_diff * self.prePermShkvPfunc(b_nrm) + return opt_share - EndOfPrddvds = calc_expectation(self.RiskyDstn, endOfPrddvds, aMat, sMat) - EndOfPrddvds = EndOfPrddvds[:, :, 0] + def calc_preRiskyShkvPfunc(self, preIncShkvPfunc): - # For each value of aNrm, find the value of Share such that FOC-Share == 0. - crossing = np.logical_and( - EndOfPrddvds[:, 1:] <= 0.0, EndOfPrddvds[:, :-1] >= 0.0 - ) - share_idx = np.argmax(crossing, axis=1) - a_idx = np.arange(self.aNrmNow.size) - bot_s = self.ShareGrid[share_idx] - top_s = self.ShareGrid[share_idx + 1] - bot_f = EndOfPrddvds[a_idx, share_idx] - top_f = EndOfPrddvds[a_idx, share_idx + 1] + # Optimize portfolio share + + def endOfPrddvds(risky_shk, a_nrm, share): + r_diff = risky_shk - self.Rfree + r_port = self.Rfree + r_diff * share + b_nrm = a_nrm * r_port + return a_nrm * r_diff * preIncShkvPfunc(b_nrm) + + EndOfPrddvds = calc_expectation( + self.RiskyDstn, endOfPrddvds, self.aMat, self.sMat + ) + EndOfPrddvds = EndOfPrddvds[:, :, 0] - alpha = 1.0 - top_f / (top_f - bot_f) + self.opt_share = self.optimize_share(EndOfPrddvds) - self.opt_share = (1.0 - alpha) * bot_s + alpha * top_s + def endOfPrddvda(risky_shk, a_nrm, share): + r_diff = risky_shk - self.Rfree + r_port = self.Rfree + r_diff * share + b_nrm = a_nrm * r_port + return r_port * preIncShkvPfunc(b_nrm) - # If agent wants to put more than 100% into risky asset, he is constrained - constrained_top = EndOfPrddvds[:, -1] > 0.0 - # Likewise if he wants to put less than 0% into risky asset - constrained_bot = EndOfPrddvds[:, 0] < 0.0 + EndOfPrddvda = self.DiscFacEff * calc_expectation( + self.RiskyDstn, endOfPrddvda, self.aNrmNow, self.opt_share + ) + EndOfPrddvdaNvrs = self.uPinv(EndOfPrddvda) + EndOfPrddvdaNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrddvdaNvrs) + EndOfPrddvdaFunc = MargValueFuncCRRA(EndOfPrddvdaNvrsFunc, self.CRRA) - # For values of aNrm at which the agent wants to put - # more than 100% into risky asset, constrain them - self.opt_share[constrained_top] = 1.0 - self.opt_share[constrained_bot] = 0.0 + return EndOfPrddvda - if not self.zero_bound: - # aNrm=0, so there's no way to "optimize" the portfolio - self.opt_share[0] = 1.0 + def calc_EndOfPrdvP(self): - def endOfPrddvda(risky_shk, a_nrm, share): - r_diff = risky_shk - self.Rfree + if self.IndepDstnBool: + + preIncShkvPfunc = self.calc_preIncShkvPfunc(self.vPfuncNext) + + EndOfPrdvP = self.calc_preRiskyShkvPfunc(preIncShkvPfunc) + + else: + + def endOfPrddvds(shocks, a_nrm, share): + r_diff = shocks[2] - self.Rfree r_port = self.Rfree + r_diff * share b_nrm = a_nrm * r_port - return r_port * self.prePermShkvPfunc(b_nrm) + p_shk = self.PermGroFac * shocks[0] + m_nrm = b_nrm / p_shk + shocks[1] + + return ( + r_diff * a_nrm * p_shk ** (1.0 - self.CRRA) * self.vPfuncNext(m_nrm) + ) + + EndOfPrddvds = calc_expectation( + self.RiskyDstn, endOfPrddvds, self.aMat, self.sMat + ) + EndOfPrddvds = EndOfPrddvds[:, :, 0] + + self.opt_share = self.optimize_share(EndOfPrddvds) + + def endOfPrddvda(shocks, a_nrm, share): + r_diff = shocks[2] - self.Rfree + r_port = self.Rfree + r_diff * share + b_nrm = a_nrm * r_port + p_shk = self.PermGroFac * shocks[0] + m_nrm = b_nrm / p_shk + shocks[1] + + return r_port * p_shk ** (1.0 - self.CRRA) * self.vPfuncNext(m_nrm) EndOfPrddvda = self.DiscFacEff * calc_expectation( self.RiskyDstn, endOfPrddvda, self.aNrmNow, self.opt_share ) + EndOfPrddvda = EndOfPrddvda[:, :, 0] + EndOfPrddvdaNvrs = self.uPinv(EndOfPrddvda) EndOfPrddvdaNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrddvdaNvrs) - EndOfPrddvdaFunc = MargValueFuncCRRA(EndOfPrddvdaNvrsFunc, self.CRRA) + self.EndOfPrddvdaFunc = MargValueFuncCRRA(EndOfPrddvdaNvrsFunc, self.CRRA) - return EndOfPrddvda + EndOfPrdvP = EndOfPrddvda + + return EndOfPrdvP def add_ShareFunc(self, solution): """ From 83b73feaa5a7698e88a0955155a0392fbb8af569 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:31:43 -0500 Subject: [PATCH 27/52] Add RiskyReturnGivenFixedPortfolioShareType --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 5a29911eb..faa6d6e5f 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -314,6 +314,20 @@ def get_shocks(self): self.get_Adjust() +class RiskyReturnGivenFixedPortfolioShareType(RiskyAssetConsumerType): + time_vary_ = RiskyAssetConsumerType.time_vary_ + ["ShareFixed"] + + def __init__(self, verbose=False, quiet=False, **kwds): + params = init_fixed_share.copy() + params.update(kwds) + kwds = params + + # Initialize a basic consumer type + RiskyAssetConsumerType.__init__(self, verbose=verbose, quiet=quiet, **kwds) + + self.solve_one_period = make_one_period_oo_solver(FixedPortfolioShareSolver) + + #################################################################################################### #################################################################################################### From bdc2ca62117ddfeea750c0dc2f43683fec871eef Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:32:01 -0500 Subject: [PATCH 28/52] Add Fixed Share solver --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 151 ++++++++++++++++++ 1 file changed, 151 insertions(+) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index faa6d6e5f..6b3dcf76b 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -744,6 +744,7 @@ def add_ShareFunc(self, solution): """ if self.zero_bound: + # add zero back on agrid self.EndOfPrdShareFunc = LinearInterp( np.append(0.0, self.aNrmNow), np.append(1.0, self.opt_share), @@ -778,6 +779,153 @@ def solve(self): return solution +@dataclass +class FixedPortfolioShareSolver(ConsIndShockSolver): + solution_next: ConsumerSolution + IncShkDstn: DiscreteDistribution + TranShkDstn: DiscreteDistribution + PermShkDstn: DiscreteDistribution + RiskyDstn: DiscreteDistribution + ShockDstn: DiscreteDistribution + LivPrb: float + DiscFac: float + CRRA: float + Rfree: float + ShareFixed: float + PermGroFac: float + BoroCnstArt: float + aXtraGrid: np.array + vFuncBool: bool + CubicBool: bool + IndepDstnBool: bool + + def __post_init__(self): + self.def_utility_funcs() + + def r_port(self, shock): + return self.Rfree + (shock - self.Rfree) * self.ShareFixed + + def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): + super().set_and_update_values(solution_next, IncShkDstn, LivPrb, DiscFac) + + # overwrite PatFac + + def pat_fac_func(shock): + r_port = self.r_port(shock) + return ((r_port * self.DiscFacEff) ** (1.0 / self.CRRA)) / r_port + + self.PatFac = calc_expectation(self.RiskyDstn, pat_fac_func) + + self.MPCminNow = 1.0 / (1.0 + self.PatFac / solution_next.MPCmin) + + # overwrite human wealth + + def h_nrm_func(shock): + r_port = self.r_port(shock) + return self.PermGroFac / r_port * (self.Ex_IncNext + solution_next.hNrm) + + self.hNrmNow = calc_expectation(self.RiskyDstn, h_nrm_func) + + self.MPCmaxNow = 1.0 / ( + 1.0 + + (self.WorstIncPrb ** (1.0 / self.CRRA)) + * self.PatFac + / solution_next.MPCmax + ) + + self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow + self.cFuncLimitSlope = self.MPCminNow + + def def_BoroCnst(self, BoroCnstArt): + + # in worst case scenario, debt gets highest return possible + self.RPortMax = ( + self.Rfree + (self.RiskyDstn.X.max() - self.Rfree) * self.ShareFixed + ) + + # Calculate the minimum allowable value of money resources in this period + self.BoroCnstNat = ( + (self.solution_next.mNrmMin - self.TranShkDstn.X.min()) + * (self.PermGroFac * self.PermShkDstn.X.min()) + / self.RPortMax + ) + + if BoroCnstArt is None: + self.mNrmMinNow = self.BoroCnstNat + else: + self.mNrmMinNow = np.max([self.BoroCnstNat, BoroCnstArt]) + if self.BoroCnstNat < self.mNrmMinNow: + self.MPCmaxEff = 1.0 # If actually constrained, MPC near limit is 1 + else: + self.MPCmaxEff = self.MPCmaxNow + + # Define the borrowing constraint (limiting consumption function) + self.cFuncNowCnst = LinearInterp( + np.array([self.mNrmMinNow, self.mNrmMinNow + 1]), np.array([0.0, 1.0]) + ) + + def calc_EndOfPrdvP(self): + """ + Calculate end-of-period marginal value of assets at each point in aNrmNow. + Does so by taking a weighted sum of next period marginal values across + income shocks (in a preconstructed grid self.mNrmNext). + + Parameters + ---------- + none + + Returns + ------- + EndOfPrdvP : np.array + A 1D array of end-of-period marginal value of assets + """ + + def vp_next(shocks, a_nrm): + r_port = self.r_port(shocks[2]) + m_nrm_next = r_port / (self.PermGroFac * shocks[0]) * a_nrm + shocks[1] + return r_port * shocks[0] ** (-self.CRRA) * self.vPfuncNext(m_nrm_next) + + EndOfPrdvP = ( + self.DiscFacEff + * self.PermGroFac ** (-self.CRRA) + * calc_expectation(self.ShockDstn, vp_next, self.aNrmNow) + ) + + return EndOfPrdvP + + def make_EndOfPrdvFunc(self, EndOfPrdvP): + """ + Construct the end-of-period value function for this period, storing it + as an attribute of self for use by other methods. + + Parameters + ---------- + EndOfPrdvP : np.array + Array of end-of-period marginal value of assets corresponding to the + asset values in self.aNrmNow. + + Returns + ------- + none + """ + + def v_next(shocks, a_nrm): + r_port = self.Rfree + (shocks[2] - self.Rfree) * self.ShareFixed + m_nrm_next = r_port / (self.PermGroFac * shocks[0]) * a_nrm + shocks[1] + return shocks[0] ** (1 - self.CRRA) * self.vFuncNext(m_nrm_next) + + EndOfPrdv = ( + self.DiscFacEff + * self.PermGroFac ** (1.0 - self.CRRA) + * calc_expectation(self.ShockDstn, v_next, self.aNrmNow) + ) + # value transformed through inverse utility + EndOfPrdvNvrs = self.uinv(EndOfPrdv) + aNrm_temp = np.insert(self.aNrmNow, 0, self.BoroCnstNat) + EndOfPrdvNvrsFunc = LinearInterp(aNrm_temp, EndOfPrdvNvrs) + self.EndOfPrdvFunc = ValueFuncCRRA(EndOfPrdvNvrsFunc, self.CRRA) + + # Initial parameter sets # Base risky asset dictionary @@ -797,3 +945,6 @@ def solve(self): init_risky_asset = init_idiosyncratic_shocks.copy() init_risky_asset.update(risky_asset_parms) init_risky_asset["PortfolioBool"] = False + +init_fixed_share = init_risky_asset.copy() +init_fixed_share["ShareFixed"] = [0.0] From 23b9feb3dcb98ea3f130c94da8dee55304000eb1 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 11 Feb 2022 17:33:37 -0500 Subject: [PATCH 29/52] Update example_ConsRiskyAssetModel.ipynb Update examples --- .../example_ConsRiskyAssetModel.ipynb | 160 ++++++++++++++++-- 1 file changed, 142 insertions(+), 18 deletions(-) diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 558e39e84..93424aab5 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -66,7 +66,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 0.5446 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 0.4836 seconds.\n" ] } ], @@ -161,7 +161,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 0.9779 seconds.\n" + "Solving a consumer with risky returns took 0.5352 seconds.\n" ] } ], @@ -194,7 +194,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -235,6 +235,47 @@ { "cell_type": "code", "execution_count": 9, + "id": "fcce0156", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compare the consumption functions for the various agents in this notebook.\n", + "print(\n", + " \"Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\"\n", + ")\n", + "plot_funcs(\n", + " [\n", + " IndShockExample.cFunc[0],\n", + " RiskyReturnExample.cFunc[0],\n", + " ],\n", + " IndShockExample.solution[0].mNrmMin,\n", + " 15,\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, "id": "5b9b7475", "metadata": {}, "outputs": [], @@ -247,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "1bbf5743", "metadata": {}, "outputs": [ @@ -255,7 +296,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 1.3873 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 0.8322 seconds.\n" ] } ], @@ -274,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "7985f73b", "metadata": { "lines_to_next_cell": 2 @@ -333,7 +374,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "7867d7d7", "metadata": {}, "outputs": [ @@ -346,7 +387,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -369,13 +410,13 @@ " PortfolioChoiceExample.cFunc[0],\n", " ],\n", " IndShockExample.solution[0].mNrmMin,\n", - " 5,\n", + " 100,\n", ")\n" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "5c2b0c00", "metadata": {}, "outputs": [], @@ -388,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "07e6f360", "metadata": {}, "outputs": [ @@ -396,7 +437,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 3.8929 seconds.\n" + "Solving a consumer with portfolio choice took 3.7537 seconds.\n" ] } ], @@ -415,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "f74f4c4f", "metadata": {}, "outputs": [ @@ -468,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "02217a1b", "metadata": {}, "outputs": [ @@ -481,7 +522,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -536,10 +577,93 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "8c49266d", "metadata": {}, "outputs": [], + "source": [ + "from HARK.ConsumptionSaving.ConsRiskyAssetModel import (\n", + " RiskyReturnGivenFixedPortfolioShareType,\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "125b700a", + "metadata": {}, + "outputs": [], + "source": [ + "FixedShareExample = RiskyReturnGivenFixedPortfolioShareType()\n", + "FixedShareExample.cycles = 0\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "05b2d26f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with fixed portfolio share took 2.8314 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "FixedShareExample.solve()\n", + "end_time = time()\n", + "print(\n", + " \"Solving a consumer with fixed portfolio share took \"\n", + " + mystr(end_time - start_time)\n", + " + \" seconds.\"\n", + ")\n", + "FixedShareExample.unpack(\"cFunc\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "aebd5429", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for portfolio choice type vs risky asset with portfolio choice:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compare the consumption functions for the various portfolio choice types.\n", + "print(\n", + " \"Consumption functions for portfolio choice type vs risky asset with portfolio choice:\"\n", + ")\n", + "plot_funcs([IndShockExample.cFunc[0], FixedShareExample.cFunc[0]], 0, 200)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6d724f5", + "metadata": {}, + "outputs": [], "source": [] } ], From e639c4e22eb887f80b15cf6167b178cefd6a8346 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Sat, 12 Feb 2022 15:58:02 -0500 Subject: [PATCH 30/52] Update ConsPortfolio Move some methods to RiskyAssetConsumerType --- HARK/ConsumptionSaving/ConsIndShockModel.py | 39 +++++++------- HARK/ConsumptionSaving/ConsPortfolioModel.py | 57 +------------------- 2 files changed, 22 insertions(+), 74 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsIndShockModel.py b/HARK/ConsumptionSaving/ConsIndShockModel.py index 18ada80c5..3034ac005 100644 --- a/HARK/ConsumptionSaving/ConsIndShockModel.py +++ b/HARK/ConsumptionSaving/ConsIndShockModel.py @@ -1548,22 +1548,23 @@ def prepare_to_calc_EndOfPrdvP(self): "PermGroFac": [1.01], # Permanent income growth factor "BoroCnstArt": None, # Artificial borrowing constraint # Maximum number of grid points to allow in cFunc (should be large) - "MaxKinks": 400, # Number of agents of this type (only matters for simulation) - "AgentCount": 10000, + "MaxKinks": 400, # Mean of log initial assets (only matters for simulation) - "aNrmInitMean": 0.0, + "AgentCount": 10000, # Standard deviation of log initial assets (only for simulation) - "aNrmInitStd": 1.0, + "aNrmInitMean": 0.0, # Mean of log initial permanent income (only matters for simulation) + "aNrmInitStd": 1.0, "pLvlInitMean": 0.0, # Standard deviation of log initial permanent income (only matters for simulation) "pLvlInitStd": 0.0, # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation) "PermGroFacAgg": 1.0, - "T_age": None, # Age after which simulated agents are automatically killed + "T_age": None, + # Age after which simulated agents are automatically killed "T_cycle": 1, # Number of periods in the cycle for this agent type - "PerfMITShk": False + "PerfMITShk": False, # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True } @@ -1714,16 +1715,17 @@ def sim_birth(self, which_agents): self.state_now["aNrm"][which_agents] = Lognormal( mu=self.aNrmInitMean, sigma=self.aNrmInitStd, - seed=self.RNG.randint(0, 2**31 - 1), + seed=self.RNG.randint(0, 2 ** 31 - 1), ).draw(N) # why is a now variable set here? Because it's an aggregate. pLvlInitMeanNow = self.pLvlInitMean + np.log( self.state_now["PlvlAgg"] ) # Account for newer cohorts having higher permanent income self.state_now["pLvl"][which_agents] = Lognormal( - pLvlInitMeanNow, self.pLvlInitStd, seed=self.RNG.randint(0, 2**31 - 1) + pLvlInitMeanNow, self.pLvlInitStd, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(N) - self.t_age[which_agents] = 0 # How many periods since each agent was born + # How many periods since each agent was born + self.t_age[which_agents] = 0 if not hasattr( self, "PerfMITShk" @@ -1764,7 +1766,7 @@ def sim_death(self): # they die. # See: https://github.com/econ-ark/HARK/pull/981 - DeathShks = Uniform(seed=self.RNG.randint(0, 2**31 - 1)).draw( + DeathShks = Uniform(seed=self.RNG.randint(0, 2 ** 31 - 1)).draw( N=self.AgentCount ) which_agents = DeathShks < DiePrb @@ -2044,8 +2046,7 @@ def check_conditions(self, verbose=None): # Make a dictionary to specify an idiosyncratic income shocks consumer init_idiosyncratic_shocks = dict( init_perfect_foresight, - **{ - # assets above grid parameters + **{ # assets above grid parameters "aXtraMin": 0.001, # Minimum end-of-period "assets above minimum" value "aXtraMax": 20, # Maximum end-of-period "assets above minimum" value # Exponential nesting factor when constructing "assets above minimum" grid @@ -2071,9 +2072,9 @@ def check_conditions(self, verbose=None): "T_retire": 0, # Period of retirement (0 --> no retirement) "vFuncBool": False, # Whether to calculate the value function during solution # Use cubic spline interpolation when True, linear interpolation when False + # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True. "CubicBool": False, "neutral_measure": False, - # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True. } ) @@ -2447,8 +2448,7 @@ def test(agent): False: "\nThe given parameter values violate the Mortality Adjusted Aggregate Growth Imatience Condition; the GPFAggLivPrb is: {0.GPFAggLivPrb}", } - verbose_messages = { - # (see {0.url}/#WRIC for more).', + verbose_messages = { # (see {0.url}/#WRIC for more).', True: " Therefore, a target level of the ratio of aggregate market resources to aggregate permanent income exists.\n", # (see {0.url}/#WRIC for more).' False: " Therefore, a target ratio of aggregate resources to aggregate permanent income may not exist.\n", @@ -2910,9 +2910,12 @@ def __init__( **{ "Rboro": 1.20, # Interest factor on assets when borrowing, a < 0 "Rsave": 1.02, # Interest factor on assets when saving, a > 0 - "BoroCnstArt": None, # kinked R is a bit silly if borrowing not allowed - "CubicBool": True, # kinked R is now compatible with linear cFunc and cubic cFunc - "aXtraCount": 48, # ...so need lots of extra gridpoints to make up for it + "BoroCnstArt": None, + # kinked R is a bit silly if borrowing not allowed + "CubicBool": True, + # kinked R is now compatible with linear cFunc and cubic cFunc + "aXtraCount": 48, + # ...so need lots of extra gridpoints to make up for it } ) del init_kinked_R["Rfree"] # get rid of constant interest factor diff --git a/HARK/ConsumptionSaving/ConsPortfolioModel.py b/HARK/ConsumptionSaving/ConsPortfolioModel.py index 575652e2f..10d99f43f 100644 --- a/HARK/ConsumptionSaving/ConsPortfolioModel.py +++ b/HARK/ConsumptionSaving/ConsPortfolioModel.py @@ -6,7 +6,6 @@ from copy import deepcopy import numpy as np -from scipy.optimize import minimize_scalar from HARK import ( MetricObject, @@ -244,57 +243,6 @@ def update_solution_terminal(self): dvdsFuncFxd=dvdsFuncFxd_terminal, ) - def update_ShareGrid(self): - """ - Creates the attribute ShareGrid as an evenly spaced grid on [0.,1.], using - the primitive parameter ShareCount. - - Parameters - ---------- - None - - Returns - ------- - None - """ - self.ShareGrid = np.linspace(0.0, 1.0, self.ShareCount) - self.add_to_time_inv("ShareGrid") - - def update_ShareLimit(self): - """ - Creates the attribute ShareLimit, representing the limiting lower bound of - risky portfolio share as mNrm goes to infinity. - - Parameters - ---------- - None - - Returns - ------- - None - """ - if "RiskyDstn" in self.time_vary: - self.ShareLimit = [] - for t in range(self.T_cycle): - RiskyDstn = self.RiskyDstn[t] - temp_f = lambda s: -((1.0 - self.CRRA) ** -1) * np.dot( - (self.Rfree + s * (RiskyDstn.X - self.Rfree)) ** (1.0 - self.CRRA), - RiskyDstn.pmf, - ) - SharePF = minimize_scalar(temp_f, bounds=(0.0, 1.0), method="bounded").x - self.ShareLimit.append(SharePF) - self.add_to_time_vary("ShareLimit") - - else: - RiskyDstn = self.RiskyDstn - temp_f = lambda s: -((1.0 - self.CRRA) ** -1) * np.dot( - (self.Rfree + s * (RiskyDstn.X - self.Rfree)) ** (1.0 - self.CRRA), - RiskyDstn.pmf, - ) - SharePF = minimize_scalar(temp_f, bounds=(0.0, 1.0), method="bounded").x - self.ShareLimit = SharePF - self.add_to_time_inv("ShareLimit") - def get_Rfree(self): """ Calculates realized return factor for each agent, using the attributes Rfree, @@ -1319,10 +1267,7 @@ def add_SequentialShareFuncAdj(self, solution): Share_now = self.Share_now self.SequentialShareFuncAdj_now = LinearInterp( - aNrm_temp, - Share_now, - intercept_limit=self.ShareLimit, - slope_limit=0.0, + aNrm_temp, Share_now, intercept_limit=self.ShareLimit, slope_limit=0.0, ) solution.SequentialShareFuncAdj = self.SequentialShareFuncAdj_now From e47f3836b4968e2587c97a7c9dfab2ad4c3009d1 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Sat, 12 Feb 2022 15:58:51 -0500 Subject: [PATCH 31/52] Update ConsRiskyAssetModel.py add Comments --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 215 ++++++++++++++++-- 1 file changed, 195 insertions(+), 20 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 6b3dcf76b..abfa9a591 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -6,7 +6,6 @@ risky assets that will be useful to models what will inherit from it. """ from dataclasses import dataclass -from mimetypes import init import numpy as np from scipy.optimize import minimize_scalar @@ -52,12 +51,12 @@ def __init__(self, verbose=False, quiet=False, **kwds): params.update(kwds) kwds = params - # Initialize a basic consumer type - IndShockConsumerType.__init__(self, verbose=verbose, quiet=quiet, **kwds) - if not hasattr(self, "PortfolioBool"): self.PortfolioBool = False + # Initialize a basic consumer type + IndShockConsumerType.__init__(self, verbose=verbose, quiet=quiet, **kwds) + # These method must be overwritten by classes that inherit from # RiskyAssetConsumerType if self.PortfolioBool: @@ -119,7 +118,7 @@ def update_RiskyDstn(self): self.RiskyDstn = IndexDistribution( Lognormal.from_mean_std, {"mean": self.RiskyAvg, "std": self.RiskyStd}, - seed=self.RNG.randint(0, 2**31 - 1), + seed=self.RNG.randint(0, 2 ** 31 - 1), ).approx(self.RiskyCount) self.add_to_time_vary("RiskyDstn") @@ -257,7 +256,7 @@ def get_Risky(self): RiskyStd = self.RiskyStd self.shocks["Risky"] = Lognormal.from_mean_std( - RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2**31 - 1) + RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(1) def get_Adjust(self): @@ -275,7 +274,7 @@ def get_Adjust(self): None """ self.shocks["Adjust"] = IndexDistribution( - Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2**31 - 1) + Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(self.t_cycle) def initialize_sim(self): @@ -334,6 +333,9 @@ def __init__(self, verbose=False, quiet=False, **kwds): @dataclass class ConsRiskySolver(ConsIndShockSolver): + """ + Solver for an agent that can save in an asset that has a risky return. + """ solution_next: ConsumerSolution IncShkDstn: DiscreteDistribution TranShkDstn: DiscreteDistribution @@ -365,6 +367,32 @@ def __post_init__(self): ) def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): + """ + Unpacks some of the inputs (and calculates simple objects based on them), + storing the results in self for use by other methods. These include: + income shocks and probabilities, next period's marginal value function + (etc), the probability of getting the worst income shock next period, + the patience factor, human wealth, and the bounding MPCs. + + Parameters + ---------- + solution_next : ConsumerSolution + The solution to next period's one period problem. + IncShkDstn : distribution.DiscreteDistribution + A DiscreteDistribution with a pmf + and two point value arrays in X, order: + permanent shocks, transitory shocks. + LivPrb : float + Survival probability; likelihood of being alive at the beginning of + the succeeding period. + DiscFac : float + Intertemporal discount factor for future utility. + + Returns + ------- + None + """ + super().set_and_update_values(solution_next, IncShkDstn, LivPrb, DiscFac) # overwrite PatFac @@ -376,6 +404,8 @@ def pat_fac_func(shock): self.MPCminNow = 1.0 / (1.0 + self.PatFac / solution_next.MPCmin) + # overwrite human wealth function + def h_nrm_func(shocks): return ( self.PermGroFac @@ -392,10 +422,28 @@ def h_nrm_func(shocks): / solution_next.MPCmax ) + # let upper extrapolation be linear for now + self.cFuncLimitIntercept = None self.cFuncLimitSlope = None def def_BoroCnst(self, BoroCnstArt): + """ + Defines the constrained portion of the consumption function as cFuncNowCnst, + an attribute of self. Uses the artificial and natural borrowing constraints. + + Parameters + ---------- + BoroCnstArt : float or None + Borrowing constraint for the minimum allowable assets to end the + period with. If it is less than the natural borrowing constraint, + then it is irrelevant; BoroCnstArt=None indicates no artificial bor- + rowing constraint. + + Returns + ------- + none + """ # Calculate the minimum allowable value of money resources in this period self.BoroCnstNat = ( @@ -403,6 +451,7 @@ def def_BoroCnst(self, BoroCnstArt): * (self.PermGroFac * self.PermShkDstn.X.min()) / self.RiskyDstn.X.max() ) + # Flag for whether the natural borrowing constraint is zero self.zero_bound = self.BoroCnstNat == BoroCnstArt @@ -421,18 +470,34 @@ def def_BoroCnst(self, BoroCnstArt): ) def prepare_to_calc_EndOfPrdvP(self): + """ + Prepare to calculate end-of-period marginal value by creating an array + of market resources that the agent could have next period, considering + the grid of end-of-period assets and the distribution of shocks he might + experience next period. + + Parameters + ---------- + none + + Returns + ------- + aNrmNow : np.array + A 1D array of end-of-period assets; also stored as attribute of self. + """ if self.zero_bound: - aNrmNow = np.append(self.BoroCnstNat, self.aXtraGrid) + # if zero is BoroCnstNat, do not evaluate at 0.0 + aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), - aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()), ) else: + # add zero to aNrmNow aNrmNow = np.append(self.BoroCnstArt, self.aXtraGrid) bNrmNext = aNrmNow * self.RiskyDstn.X.max() wNrmNext = bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()) @@ -444,6 +509,10 @@ def prepare_to_calc_EndOfPrdvP(self): return self.aNrmNow def calc_ExpMargValueFunc(self, dstn, func, grid): + """ + Calculate Expected Marginal Value Function given a distribution, + a function, and a set of interpolation nodes. + """ vals = calc_expectation(dstn, func, grid) nvrs = self.uPinv(vals) @@ -453,6 +522,10 @@ def calc_ExpMargValueFunc(self, dstn, func, grid): return margValueFunc, vals def calc_preIncShkvPfunc(self, vPfuncNext): + """ + Calculate Expected Marginal Value Function before the + realization of income shocks. + """ # calculate expectation with respect to transitory shock @@ -478,6 +551,10 @@ def prePermShkvPfunc(perm_shk, b_nrm): return preIncShkvPfunc def calc_preRiskyShkvPfunc(self, preIncShkvPfunc): + """ + Calculate Expected Marginal Value Function before + the realization of the risky return. + """ # calculate expectation with respect to risky shock @@ -488,7 +565,7 @@ def preRiskyShkvPfunc(risky_shk, a_nrm): self.RiskyDstn, preRiskyShkvPfunc, self.aNrmNow ) - self.EndOfPrdvPFunc = self.preRiskyShkvPfunc + self.EndOfPrdvPfunc = self.preRiskyShkvPfunc return EndOfPrdvP @@ -526,13 +603,17 @@ def vP_next(shocks, a_nrm): * self.vPfuncNext(mNrm_next) ) - self.EndOfPrdvPFunc, EndOfPrdvP = self.calc_ExpMargValueFunc( + self.EndOfPrdvPfunc, EndOfPrdvP = self.calc_ExpMargValueFunc( self.ShockDstn, vP_next, self.aNrmNow ) return EndOfPrdvP def calc_ExpValueFunc(self, dstn, func, grid): + """ + Calculate Expected Value Function given distribution, + function, and interpolating nodes. + """ vals = calc_expectation(dstn, func, grid) nvrs = self.uinv(vals) @@ -542,6 +623,11 @@ def calc_ExpValueFunc(self, dstn, func, grid): return valueFunc, vals def calc_preIncShkvFunc(self, vFuncNext): + """ + Calculate Expected Value Function prior to realization + of income uncertainty. + """ + def preTranShkvFunc(tran_shk, w_nrm): return vFuncNext(w_nrm + tran_shk) @@ -562,6 +648,11 @@ def prePermShkvFunc(perm_shk, b_nrm): return preIncShkvFunc def calc_preRiskyShkvFunc(self, preIncShkvFunc): + """ + Calculate Expected Value Function prior to + realization of risky return. + """ + def preRiskyShkvFunc(risky_shk, a_nrm): return self.DiscFacEff * preIncShkvFunc(risky_shk * a_nrm) @@ -617,6 +708,22 @@ class ConsBasicPortfolioSolver(ConsRiskySolver): ShareLimit: float def prepare_to_calc_EndOfPrdvP(self): + """ + Prepare to calculate end-of-period marginal value by creating an array + of market resources that the agent could have next period, considering + the grid of end-of-period assets and the distribution of shocks he might + experience next period. + + Parameters + ---------- + none + + Returns + ------- + aNrmNow : np.array + A 1D array of end-of-period assets; also stored as attribute of self. + """ + super().prepare_to_calc_EndOfPrdvP() self.aMat, self.sMat = np.meshgrid(self.aNrmNow, self.ShareGrid, indexing="ij") @@ -624,6 +731,11 @@ def prepare_to_calc_EndOfPrdvP(self): return self.aNrmNow def optimize_share(self, EndOfPrddvds): + """ + Optimize the risky share of portfolio given End of Period + Marginal Value wrt a given risky share. Returns optimal share + and End of Period Marginal Value of Liquid Assets at the optimal share. + """ # For each value of aNrm, find the value of Share such that FOC-Share == 0. crossing = np.logical_and( @@ -657,6 +769,10 @@ def optimize_share(self, EndOfPrddvds): return opt_share def calc_preRiskyShkvPfunc(self, preIncShkvPfunc): + """ + Calculate Expected Marginal Value Function before + the realization of the risky return. + """ # Optimize portfolio share @@ -689,6 +805,20 @@ def endOfPrddvda(risky_shk, a_nrm, share): return EndOfPrddvda def calc_EndOfPrdvP(self): + """ + Calculate end-of-period marginal value of assets at each point in aNrmNow. + Does so by taking a weighted sum of next period marginal values across + income shocks (in a preconstructed grid self.mNrmNext). + + Parameters + ---------- + none + + Returns + ------- + EndOfPrdvP : np.array + A 1D array of end-of-period marginal value of assets + """ if self.IndepDstnBool: @@ -740,7 +870,9 @@ def endOfPrddvda(shocks, a_nrm, share): def add_ShareFunc(self, solution): """ - Construct the risky share function when the agent can adjust + Construct the risky share function twice, once with respect + to End of Period which depends on Liquid assets, and another + with respect to Beginning of Period which depends on Cash on Hand. """ if self.zero_bound: @@ -806,6 +938,32 @@ def r_port(self, shock): return self.Rfree + (shock - self.Rfree) * self.ShareFixed def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): + """ + Unpacks some of the inputs (and calculates simple objects based on them), + storing the results in self for use by other methods. These include: + income shocks and probabilities, next period's marginal value function + (etc), the probability of getting the worst income shock next period, + the patience factor, human wealth, and the bounding MPCs. + + Parameters + ---------- + solution_next : ConsumerSolution + The solution to next period's one period problem. + IncShkDstn : distribution.DiscreteDistribution + A DiscreteDistribution with a pmf + and two point value arrays in X, order: + permanent shocks, transitory shocks. + LivPrb : float + Survival probability; likelihood of being alive at the beginning of + the succeeding period. + DiscFac : float + Intertemporal discount factor for future utility. + + Returns + ------- + None + """ + super().set_and_update_values(solution_next, IncShkDstn, LivPrb, DiscFac) # overwrite PatFac @@ -837,6 +995,22 @@ def h_nrm_func(shock): self.cFuncLimitSlope = self.MPCminNow def def_BoroCnst(self, BoroCnstArt): + """ + Defines the constrained portion of the consumption function as cFuncNowCnst, + an attribute of self. Uses the artificial and natural borrowing constraints. + + Parameters + ---------- + BoroCnstArt : float or None + Borrowing constraint for the minimum allowable assets to end the + period with. If it is less than the natural borrowing constraint, + then it is irrelevant; BoroCnstArt=None indicates no artificial bor- + rowing constraint. + + Returns + ------- + none + """ # in worst case scenario, debt gets highest return possible self.RPortMax = ( @@ -882,13 +1056,12 @@ def calc_EndOfPrdvP(self): def vp_next(shocks, a_nrm): r_port = self.r_port(shocks[2]) - m_nrm_next = r_port / (self.PermGroFac * shocks[0]) * a_nrm + shocks[1] - return r_port * shocks[0] ** (-self.CRRA) * self.vPfuncNext(m_nrm_next) + p_shk = self.PermGroFac * shocks[0] + m_nrm_next = a_nrm * r_port / p_shk + shocks[1] + return r_port * p_shk ** (-self.CRRA) * self.vPfuncNext(m_nrm_next) - EndOfPrdvP = ( - self.DiscFacEff - * self.PermGroFac ** (-self.CRRA) - * calc_expectation(self.ShockDstn, vp_next, self.aNrmNow) + EndOfPrdvP = self.DiscFacEff * calc_expectation( + self.ShockDstn, vp_next, self.aNrmNow ) return EndOfPrdvP @@ -944,7 +1117,9 @@ def v_next(shocks, a_nrm): # Make a dictionary to specify a risky asset consumer type init_risky_asset = init_idiosyncratic_shocks.copy() init_risky_asset.update(risky_asset_parms) -init_risky_asset["PortfolioBool"] = False + +# Number of discrete points in the risky share approximation +init_risky_asset["ShareCount"] = 25 init_fixed_share = init_risky_asset.copy() init_fixed_share["ShareFixed"] = [0.0] From a655627f0a57b8f6a6cb80720183d8f970ee120e Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Sat, 12 Feb 2022 15:59:17 -0500 Subject: [PATCH 32/52] Update RiskyAsset Examples update examples and sync with py notebook --- .../example_ConsRiskyAssetModel.ipynb | 490 +++++++++++++++--- .../example_ConsRiskyAssetModel.py | 194 +++++-- 2 files changed, 580 insertions(+), 104 deletions(-) diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 93424aab5..e9ab572b1 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -1,5 +1,13 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "58437446", + "metadata": {}, + "source": [ + "# Example Implementations of `HARK.ConsumptionSaving.ConsRiskyAssetModel`" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -11,10 +19,13 @@ "\n", "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n", - " PortfolioConsumerType,\n", " init_portfolio,\n", + " PortfolioConsumerType,\n", + ")\n", + "from HARK.ConsumptionSaving.ConsRiskyAssetModel import (\n", + " RiskyAssetConsumerType,\n", + " RiskyReturnGivenFixedPortfolioShareType,\n", ")\n", - "from HARK.ConsumptionSaving.ConsRiskyAssetModel import RiskyAssetConsumerType\n", "from HARK.utilities import plot_funcs_der, plot_funcs\n" ] }, @@ -28,6 +39,18 @@ "mystr = lambda number: \"{:.4f}\".format(number)\n" ] }, + { + "cell_type": "markdown", + "id": "9aecad69", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Idiosyncratic Income Shocks Consumer Type" + ] + }, { "cell_type": "code", "execution_count": 3, @@ -36,7 +59,8 @@ "outputs": [], "source": [ "# Make and solve an example consumer with idiosyncratic income shocks\n", - "IndShockExample = IndShockConsumerType()\n", + "# Sse init_portfolio parameters to compare to results of PortfolioConsumerType\n", + "IndShockExample = IndShockConsumerType(**init_portfolio)\n", "IndShockExample.cycles = 0 # Make this type have an infinite horizon\n" ] }, @@ -50,23 +74,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "GPFRaw = 0.984539 \n", - "GPFNrm = 0.993777 \n", - "GPFAggLivPrb = 0.964848 \n", - "Thorn = APF = 0.994384 \n", + "GPFRaw = 0.975202 \n", + "GPFNrm = 0.984353 \n", + "GPFAggLivPrb = 0.955698 \n", + "Thorn = APF = 0.984954 \n", "PermGroFacAdj = 1.000611 \n", - "uInvEpShkuInv = 0.990704 \n", - "VAF = 0.932054 \n", - "WRPF = 0.213705 \n", - "DiscFacGPFNrmMax = 0.972061 \n", - "DiscFacGPFAggLivPrbMax = 1.010600 \n" + "uInvEpShkuInv = 0.977122 \n", + "VAF = 0.861822 \n", + "WRPF = 0.523140 \n", + "DiscFacGPFNrmMax = 0.973843 \n", + "DiscFacGPFAggLivPrbMax = 1.041223 \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 0.4836 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 1.1717 seconds.\n" ] } ], @@ -99,7 +123,7 @@ }, { "data": { - "image/png": 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", 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", 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vXzRV23cd6HH+7ZZd+sNb29Wya7/GDa2MqToAUWUT7uMkbep23KSj98pvkvT7dBfMbJ6keZI0ceLELEtEfzAzzT9/yhHnn1i1RX94a7s+2nOQcAcGsGz+7rY05zxtQ7Pz1BHut6e77u4L3L3e3etra2uzrxJ5M6Sy427VD/ceyNASQMiy6bk3SZrQ7Xi8pM29G5nZqZLul3SJu7+fm/KQb0OryiRJ732wVzt29wz4RIlpSGVZHGUBOEbZhPtSSVPMbLKk9yRdLena7g3MbKKkRyXd4O5v5rxK5M3w6o6e+zd+vSLt9Z9cc5ounzk2nyUBOA4Zw93d28xsvqQnJSUkPeDuq83s5tT1+yT9i6Thkn5qZpLU5u71/Vc2+svIwRW697rT1dy6/4hr//b4Gq3evJNwBwYAc087fN7v6uvrvaGhIZb3xvH51H88p4/VDtJtF0474lqixDRtdI0SJemmaADkipkty6bzzK6QyFrd8Gq9sK5FL6xrSXv9W1fM0BfPqctvUQDSItyRtTuvmqlV732U9tpt//u63tjamueKAPSFcEfWRg+p0OghFWmvTR5RrcUrt2jd1p1pr583baS+csGR6+oB9A/uL0dOfPGcSTp1/BBVl5ce8bVt5349+PKGuEsEigo9d+TE504br8+dln7Xif9+ab2+s3itvvbwcpVY+gnXmopS3XHJdFWktiIGEA3hjn43e8oInTiiWkve2ZH2+sFD7Wpu3a/PfGKUZk8ZkefqgMLEUkjErnnnPs367rOaM61W00cP7rPdKeOG6LJTx+SxMiA8LIXEgFFbU65Txg3Ry2+/r5ffTr9zxaF2V0VpiS49ZbSsj6EdAF0Id8TOzPTYV2Yftc1Dr76rf/7NKt311LrO57/2Ze7Jo/Wx2kG5LBEYcAh3DAj1k4YpWVqie55/O2PbtVt26u5rT89DVUC4CHcMCNNG12jNty5We4Ypor//xTIteWeH7npyXcbXLC8t0ZfOrVNNBTtdovAQ7hgwShOZb8uYM32kXnyzRfe+ePQevrur3TvG+6+exYNjUHhYLYOi1N7umvntp5QoMQ1LbXOcSTJRojuvmqlTxg/p5+qAvrFaBjiKkhLT7XOn65X12T9X5snVW/WjZ9/UedNHZv0zpSWmuSeP4SEnyDvCHUXr+rMn6fqzJ2Xd/oafvapn1jbrmbXNx/Q+b27bpevOOvahn1GDK1Rdzv+iOD4MywBZOnioXR/sPrZny/7dzxv0elP6nTQzmTF2sH57y7nH9bOSVGLG/voFKNthGcId6Ecb39+jv2z64Jh/7pX17+uXSzZFeu/y0hItmj9bU0dFX/PPjWPhYMwdCMDE4VWaOLzqmH/ugk+M0uQR1TrQ1n5c79vu0o+ffUsX//Cl4/r53m48t063nPfxnLzWYSdUJfnLoh/RcwcK1O9XbtG6bdEfoPLHt7ar4d1j/+sjk6mjBumbl8/I+etKkpl02oQTVJksvF1GGZYBkBPNrfv01OptymVWPLZiS5+7hObKibXVuuyU/Gw0d/GM0Tp5XH6WyBLuAIJ18FC7VjR9pEOZbjk+Tvf/Yb2eWbutX167t8P/ClNG5mc/o2dum8OYO4AwlSVKdMakE/rt9WdNHtZvr93b0g079OCfNsiVn47yM1m2I9wBIIIz64bpzLr8/TK59/rs2vEMVQAoQIQ7ABQgwh0AChDhDgAFiHAHgAJEuANAASLcAaAAEe4AUIBi237AzFolZX6KcXEYIWl73EUEgs+iC59FFz6LLtPcvSZTozjvUF2Xzf4IxcDMGvgsOvBZdOGz6MJn0cXMstqUi2EZAChAhDsAFKA4w31BjO8dGj6LLnwWXfgsuvBZdMnqs4htQhUA0H8YlgGAAkS4A0ABiiXczWyuma0zs0YzuyOOGkJgZg+YWbOZrYq7lriZ2QQze97M1prZajP7atw1xcXMKsxsiZm9nvosvhV3TXEys4SZ/cXMfhd3LXEzsw1mttLMlmdaEpn3MXczS0h6U9KFkpokLZV0jbuvyWshATCzv5a0S9LP3f3kuOuJk5mNkTTG3V8zsxpJyyT9TZH+d2GSqt19l5mVSfqjpK+6+ysxlxYLM7tVUr2kwe7+2bjriZOZbZBU7+4Zb+iKo+c+S1Kju6939wOSFkq6MoY6YufuL0nq30fADxDuvsXdX0t93yppraRx8VYVD++wK3VYlvoqypUPZjZe0mWS7o+7loEmjnAfJ2lTt+MmFen/xEjPzOoknSbp1ZhLiU1qKGK5pGZJT7t7sX4WP5T0j5LaY64jFC7pKTNbZmbzjtYwjnC3NOeKsleCI5nZIEmPSPoHd98Zdz1xcfdD7v5JSeMlzTKzohu2M7PPSmp292Vx1xKQc939dEmXSLolNbSbVhzh3iRpQrfj8ZI2x1AHApMaX35E0kPu/mjc9YTA3T+U9IKkufFWEotzJV2RGmdeKOl8M/tFvCXFy903p/7ZLOk36hjmTiuOcF8qaYqZTTazpKSrJS2KoQ4EJDWJ+DNJa939B3HXEyczqzWzoanvKyV9RtIbsRYVA3f/J3cf7+516siJ59z9+pjLio2ZVacWG8jMqiVdJKnPlXZ5D3d3b5M0X9KT6pg0+5W7r853HSEws19K+rOkaWbWZGY3xV1TjM6VdIM6emfLU1+Xxl1UTMZIet7MVqijM/S0uxf9MkBolKQ/mtnrkpZIetzdn+irMdsPAEAB4g5VAChAhDsAFCDCHQAKEOEOAAWIcAeAAkS4A0ABItwBoAD9P3YDLwloaljeAAAAAElFTkSuQmCC", + "image/png": 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+O38qt146gaQ7z2zYy988+xYH204zuaYs7NJEJAQK94gwMyalgnzG+EoADrS2K9xFCpTCPYLqqoO58B/9/ipiFqxeXfj+6TywYFaYZYnIMFK4R9DsidV85baL06tZl6zfw5qdh0OuSkSGk8I9gmIx40/ePz193HLkFK+9fSTEikRkuCncC0BddSl7j7bzuSfWAME2Bl++7WIaxpSHXJmIDBXNkysAN80azyWTqtl/vJ09x9p5duM+Xmg+EHZZIjKE1HMvANdOH8u/3ncdAMmkc9FXn9VqVpGIU7gXmFjMGF9Vwormg6Qm0nDTrDrmTRkdbmEiklMK9wJ07fSxLFm/hy37j9OVdNbtOsLihb8XdlkikkMK9wL0yMev4JGPXwHAnz75Gza0HA21HhHJPYV7gZs0qpTlG9t55PktABTFjE9eO4UxFcUhVyYi50PhXuDmNo7mhy/t4O9+uTXdVlWa4NPzp4VYlYicL4V7gVtw6QS2ffM2ANydmV9bxl7NpBEZ8bKa525mC8ys2cy2mdmDGV7/pJltSP1ZZWZzMr2P5DczY0J1Ka/sOMyPVu3kR6t2smyjnu4kMhIN2nM3szjwKHAL0AKsMbMl7r65z2k7gOvd/YiZ3QosAq4ZioJlaF0yqZpnN+5j/e6j6bZXv3wz41ObkYnIyJDNsMzVwDZ33w5gZouBO4F0uLv7qj7nvwLU57JIGT7fvedKjp3qBODFrQe5f/HrtBw9pXAXGWGyCffJwO4+xy2cvVf+OeDZTC+Y2UJgIUBjY2OWJcpwiscsPVNmxvgqAH66+m3WpnaVvGbaWOY01IRVnohkKZtwtwxtnvFEsxsJwv26TK+7+yKCIRuampoyvofkjyljy6kpL+Jn61rSbXPqR6W3MhCR/JVNuLcADX2O64E9A08ys8uBHwC3uvu7uSlPwlRRkmDNVz5AR1cSgG/822aef3N/yFWJSDayCfc1wAwzmwa8A9wN3NP3BDNrBJ4C/tjdt+S8SglNUTxGUTyYVDVlXDmHT3Rw56O/xggewv2V2y9mbqP2pRHJN4OGu7t3mdl9wHIgDjzu7pvM7N7U648B/xMYC3zPgt2outy9aejKljB8cHYd63YeoTMZjKj9etshlm/ar3AXyUPmHs7Qd1NTk69duzaUz5bcuOnhFVQUJ/jDKycDMKaimDvmTMIs020aEckFM1uXTedZK1Tldza3YTQ/f62FN945lm6bPbGaGXVVIVYlIqCeu5yHZNJpbQ/mxG890MbHHnuZP5pXz0V1lQDMmzKaeVPGhFmiSOSo5y5DLhYzasqDOfGX14+itqqk37TJxjHlrHzgxrDKEyloCnfJiZJEnFUP3pSeNvnDl3bwyPNb+Pjfv4wZxMz481su4qqp6smLDAeFu+RM32mTfzBnEmt2HuZ0VxJ3eH33Eb6/4rd0XheEv5kxt7GG0qJ4mCWLRJbG3GVYfP4n61j6xr7+bTdcwAMLZoVUkcjIlO2Yu8JdhkVreydv7mlNH/+vpW+yeU8rZcVBz92Ar314Nh9raniPdxARULhLnlu36zDPbOjdK375xn10Jp2LJ1YDUFkS51t/eDmjyorCKlEkL2m2jOS1eVPG9JsmOae+hidW7aT1VCfdSWfllmOc6uimYUw5EPTsP9bUwKWTR4VUscjIop675B13555/WM1b+3qHcY63d3Hh+Eo+OLsuaDDjjjkTuXC8FkxJYVHPXUYsM+PJhdf2a3v0hW383+eaad5/HAB3eG7TPj50yYT0ObdfPpGLtDpWBFDPXUao763Yxv9Z1tyvbXptBddfVJs+njG+inuu0UNhJFp0Q1UKyj++souHlr2VfopMV7dzqrOb6y+qpWcfs+J4jL+84xIm1ZSFVqfI+VK4S0E71Haa//bkbzhxuguArqSzKTUVs+8MnLGVxXzrI5dRnAgWXxXFY1wyqVo7W0reUriLDPD0b97h9d1H08c73z3BiuaDZ5w3b8poLq/vnZUzfVwFn7p2igJf8oLCXSQL63YdprU96N3j8J1fbWXrgbb068d7XiMY1ulx1bTRfODiut7XEjHumDOJqlLNy5ehpXAXyYGu7iQ/ffVt9h5rT7e9tbeVFVsOkumfTlVJ7wS0okSMm2eNT8/VB0jEjVsurmNcZUm6LRYzLdaSrCncRYbQ8fZgsVWP1TsOs3r74X7nvLrzXTa+0zrwWzO6bPIo6qpL+7VNr63gsgGLtqrLinjfBWOJDRgiisc0ZFQoFO4iIXN3kgP+eW070MbLvz3Ur615fxvr+9wLgGAvnpYjp7L+rMsmj2JMRXG/trKiOFc01qR36uxRV13CBbWVZ7zHtHEV2qVzBNAiJpGQmRnxAR3qmROqmDkhu4VWuw+f5HRXd/rYHdbtOsKB46f7nbe/tZ2Ne1o5eqqzX/tru46wbFP/nTjPJh4zyjOE+/TaCqozDBtNHVuRcTipuixB/ejyM9pjZkyvrcj4W8aE6lIqShRHuaSrKZKn+o7V9ziX59N2dic52dHdry2ZdNa3HKW9s397a3sXzfuOn3Ef4WRHF1sPtNF2uqtfe3tnkle2v3vGbyaZflvJVqaRpZgZDWPKM/5AMGDy6DISGV4rScSprSrhvSY4TaguJTHgN5oeFcVxasqL0w+ZiaX+7j0O2qxfW3BcURJnVFlR+nyj//dbn3N72nv+O2MW/IDN1awshbtIRBXFY4wqOzPAbpg5fkg/952jp2hr7zqj/dipTvYeO3OoqTvp7Hr3JMkMQ8QnTnezv7X9jHaAU53v/drRk53p5/sO1LPALR+VF8cpLYoTMyMeg7gZsZgRj1n662wp3EUkpybn+QrgZNI5fvrMHz49Wk910na6i6Q77pBM/TYSHAdf97b3P6fne73P+Z76zKSD0/PbTc/3kf6h1p10jp7spKO7m+5k8D3d7um/u5PB9/0yy/9OhbuIFJTBpp7m+7TU738qu/MyDzqJiMiIpnAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEIUriLiESQwl1EJIJC2xXSzI4DzYOeWBjGAYcGPasw6Fr00rXopWvRa6a7D7rJUJgrVJuz2bayEJjZWl2LgK5FL12LXroWvcwsq73SNSwjIhJBCncRkQgKM9wXhfjZ+UbXopeuRS9di166Fr2yuhah3VAVEZGho2EZEZEIUriLiERQKOFuZgvMrNnMtpnZg2HUkA/M7HEzO2BmG8OuJWxm1mBmL5jZm2a2yczuD7umsJhZqZm9ambrU9fi62HXFCYzi5vZb8zsmbBrCZuZ7TSzN8zs9cGmRA77mLuZxYEtwC1AC7AG+IS7bx7WQvKAmb0faAN+7O6Xhl1PmMxsIjDR3V8zsypgHfCfCvT/FwZUuHubmRUBLwH3u/srIZcWCjP7ItAEVLv7h8OuJ0xmthNocvdBF3SF0XO/Gtjm7tvdvQNYDNwZQh2hc/eVwOGw68gH7r7X3V9LfX0ceBOYHG5V4fBAW+qwKPWnIGc+mFk9cDvwg7BrGWnCCPfJwO4+xy0U6D9iyczMpgJzgdUhlxKa1FDE68AB4Hl3L9Rr8W3gASAZch35woHnzGydmS0824lhhLtlaCvIXomcycwqgZ8Df+burWHXExZ373b3K4B64GozK7hhOzP7MHDA3deFXUseme/uVwK3Al9IDe1mFEa4twANfY7rgT0h1CF5JjW+/HPgJ+7+VNj15AN3PwqsABaEW0ko5gN3pMaZFwM3mdk/hVtSuNx9T+rvA8AvCIa5Mwoj3NcAM8xsmpkVA3cDS0KoQ/JI6ibiD4E33f2RsOsJk5nVmllN6usy4APAW6EWFQJ3/x/uXu/uUwly4lfu/qmQywqNmVWkJhtgZhXAB4H3nGk37OHu7l3AfcBygptm/+Lum4a7jnxgZk8CLwMzzazFzD4Xdk0hmg/8MUHv7PXUn9vCLiokE4EXzGwDQWfoeXcv+GmAQh3wkpmtB14F/t3dl73Xydp+QEQkgrRCVUQkghTuIiIRpHAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEI+v8SXfzJJMQH7wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -132,9 +156,21 @@ "source": [ "# Plot the consumption function and MPC for the infinite horizon consumer\n", "print(\"Concave consumption function:\")\n", - "plot_funcs(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5)\n", + "plot_funcs(IndShockExample.cFunc[0], 0.0, 5.0)\n", "print(\"Marginal consumption function:\")\n", - "plot_funcs_der(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5)\n" + "plot_funcs_der(IndShockExample.cFunc[0], 0.0, 5.0)\n" + ] + }, + { + "cell_type": "markdown", + "id": "d6648a65", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Risky Return Consumer Type" ] }, { @@ -145,9 +181,8 @@ "outputs": [], "source": [ "# Make and solve an example consumer with risky returns to savings\n", - "init_risky = init_portfolio.copy()\n", - "init_risky[\"PortfolioBool\"] = False\n", - "RiskyReturnExample = RiskyAssetConsumerType(**init_risky)\n", + "# Use init_portfolio parameters to compare to results of PortfolioConsumerType\n", + "RiskyReturnExample = RiskyAssetConsumerType(**init_portfolio)\n", "RiskyReturnExample.cycles = 0 # Make this type have an infinite horizon\n" ] }, @@ -161,7 +196,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.5352 seconds.\n" + "Solving a consumer with risky returns took 0.5723 seconds.\n" ] } ], @@ -227,9 +262,21 @@ "source": [ "# Plot the consumption function and MPC for the risky asset consumer\n", "print(\"Concave consumption function:\")\n", - "plot_funcs(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5)\n", + "plot_funcs(RiskyReturnExample.cFunc[0], 0.0, 5.0)\n", "print(\"Marginal consumption function:\")\n", - "plot_funcs_der(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5)\n" + "plot_funcs_der(RiskyReturnExample.cFunc[0], 0.0, 5.0)\n" + ] + }, + { + "cell_type": "markdown", + "id": "ac9441b1", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Compare Idiosyncratic Income Shocks with Risky Return" ] }, { @@ -242,12 +289,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\n" + "Consumption functions for idiosyncratic shocks vs risky returns:\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -260,19 +307,29 @@ ], "source": [ "# Compare the consumption functions for the various agents in this notebook.\n", - "print(\n", - " \"Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\"\n", - ")\n", + "print(\"Consumption functions for idiosyncratic shocks vs risky returns:\")\n", "plot_funcs(\n", " [\n", - " IndShockExample.cFunc[0],\n", - " RiskyReturnExample.cFunc[0],\n", + " IndShockExample.cFunc[0], # blue\n", + " RiskyReturnExample.cFunc[0], # orange\n", " ],\n", - " IndShockExample.solution[0].mNrmMin,\n", - " 15,\n", + " 0.0,\n", + " 20.0,\n", ")\n" ] }, + { + "cell_type": "markdown", + "id": "05cad628", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Risky Return Consumer Type with Portfolio Choice" + ] + }, { "cell_type": "code", "execution_count": 10, @@ -280,7 +337,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Make and solve an example consumer with a portfolio choice\n", + "# Make and solve an example risky consumer with a portfolio choice\n", "init_portfolio[\"PortfolioBool\"] = True\n", "PortfolioChoiceExample = RiskyAssetConsumerType(**init_portfolio)\n", "PortfolioChoiceExample.cycles = 0 # Make this type have an infinite horizon\n" @@ -296,7 +353,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 0.8322 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 0.8713 seconds.\n" ] } ], @@ -363,13 +420,21 @@ "source": [ "# Plot the consumption function and MPC for the portfolio choice consumer\n", "print(\"Concave consumption function:\")\n", - "plot_funcs(\n", - " PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5\n", - ")\n", + "plot_funcs(PortfolioChoiceExample.cFunc[0], 0.0, 5.0)\n", "print(\"Marginal consumption function:\")\n", - "plot_funcs_der(\n", - " PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5\n", - ")\n" + "plot_funcs_der(PortfolioChoiceExample.cFunc[0], 0.0, 5.0)\n" + ] + }, + { + "cell_type": "markdown", + "id": "b40d1257", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Compare Income Shocks, Risky Return, and RR w/ Portfolio Choice" ] }, { @@ -387,7 +452,7 @@ }, { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -405,15 +470,27 @@ ")\n", "plot_funcs(\n", " [\n", - " IndShockExample.cFunc[0],\n", - " RiskyReturnExample.cFunc[0],\n", - " PortfolioChoiceExample.cFunc[0],\n", + " IndShockExample.cFunc[0], # blue\n", + " RiskyReturnExample.cFunc[0], # orange\n", + " PortfolioChoiceExample.cFunc[0], # green\n", " ],\n", - " IndShockExample.solution[0].mNrmMin,\n", - " 100,\n", + " 0.0,\n", + " 20.0,\n", ")\n" ] }, + { + "cell_type": "markdown", + "id": "e1b7e574", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Portfolio Consumer Type" + ] + }, { "cell_type": "code", "execution_count": 14, @@ -421,9 +498,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Make and solve an example consumer with a portfolio choice\n", - "init_portfolio[\"PortfolioBool\"] = True\n", - "PortfolioTypeExample = PortfolioConsumerType(**init_portfolio)\n", + "# Make and solve an example portfolio choice consumer\n", + "PortfolioTypeExample = PortfolioConsumerType()\n", "PortfolioTypeExample.cycles = 0 # Make this type have an infinite horizon\n" ] }, @@ -437,7 +513,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 3.7537 seconds.\n" + "Solving a consumer with portfolio choice took 3.8146 seconds.\n" ] } ], @@ -502,9 +578,21 @@ "source": [ "# Plot the consumption function and MPC for the portfolio choice consumer\n", "print(\"Concave consumption function:\")\n", - "plot_funcs(PortfolioTypeExample.cFuncAdj[0], 0, 5)\n", + "plot_funcs(PortfolioTypeExample.cFuncAdj[0], 0.0, 5.0)\n", "print(\"Marginal consumption function:\")\n", - "plot_funcs_der(PortfolioTypeExample.cFuncAdj[0], 0, 5)\n" + "plot_funcs_der(PortfolioTypeExample.cFuncAdj[0], 0.0, 5.0)\n" + ] + }, + { + "cell_type": "markdown", + "id": "b6ea3494", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Compare RR w/ Portfolio Choice with Portfolio Choice Type" ] }, { @@ -522,7 +610,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -538,7 +626,14 @@ "print(\n", " \"Consumption functions for portfolio choice type vs risky asset with portfolio choice:\"\n", ")\n", - "plot_funcs([PortfolioTypeExample.cFuncAdj[0], PortfolioChoiceExample.cFunc[0]], 0, 200)\n" + "plot_funcs(\n", + " [\n", + " PortfolioTypeExample.cFuncAdj[0], # blue\n", + " PortfolioChoiceExample.cFunc[0], # orange\n", + " ],\n", + " 0.0,\n", + " 20.0,\n", + ")\n" ] }, { @@ -571,36 +666,41 @@ "# Compare the share functions for the various portfolio choice types.\n", "print(\"Share functions for portfolio choice type vs risky asset with portfolio choice:\")\n", "plot_funcs(\n", - " [PortfolioTypeExample.ShareFuncAdj[0], PortfolioChoiceExample.ShareFunc[0]], 0, 200\n", + " [\n", + " PortfolioTypeExample.ShareFuncAdj[0], # blue\n", + " PortfolioChoiceExample.ShareFunc[0], # orange\n", + " ],\n", + " 0,\n", + " 200,\n", ")\n" ] }, { - "cell_type": "code", - "execution_count": 19, - "id": "8c49266d", - "metadata": {}, - "outputs": [], + "cell_type": "markdown", + "id": "a74b71db", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, "source": [ - "from HARK.ConsumptionSaving.ConsRiskyAssetModel import (\n", - " RiskyReturnGivenFixedPortfolioShareType,\n", - ")\n" + "## Risky Return Given Fixed Portfolio Share" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 19, "id": "125b700a", "metadata": {}, "outputs": [], "source": [ - "FixedShareExample = RiskyReturnGivenFixedPortfolioShareType()\n", + "FixedShareExample = RiskyReturnGivenFixedPortfolioShareType(**init_portfolio)\n", "FixedShareExample.cycles = 0\n" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "id": "05b2d26f", "metadata": {}, "outputs": [ @@ -608,7 +708,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with fixed portfolio share took 2.8314 seconds.\n" + "Solving a consumer with fixed portfolio share took 4.8874 seconds.\n" ] } ], @@ -626,7 +726,80 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 21, + "id": "79b9e1ee", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption function and MPC for the infinite horizon consumer\n", + "print(\"Concave consumption function:\")\n", + "plot_funcs(FixedShareExample.cFunc[0], 0.0, 5.0)\n", + "print(\"Marginal consumption function:\")\n", + "plot_funcs_der(FixedShareExample.cFunc[0], 0.0, 5.0)\n" + ] + }, + { + "cell_type": "markdown", + "id": "bb9d556f", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Compare Idiosyncratic Shock Type with Fixed Share at 0.0 Type" + ] + }, + { + "cell_type": "code", + "execution_count": 22, "id": "aebd5429", "metadata": {}, "outputs": [ @@ -634,12 +807,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Consumption functions for portfolio choice type vs risky asset with portfolio choice:\n" + "Consumption functions for idiosyncratic shocks vs fixed share at 0.0:\n" ] }, { "data": { - "image/png": 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7FtZ/AjXrOTtK9rvbK637iktdfLt+H5MTU9iQ7uwged9FHbn1/LY0qqMOToHGk1s3DYFRQDvgCPCJMeZWa+2MEx9nrZ0ETAKIj4+3FS9VJEjk7IeEl2DldAgJgwH3On+8sNgpp6CYWSt2886inaQfySeuaR3tIBkEPLl1MwJItdYeBDDGfA70B2ac9lkicmr5R2DRBFg2EUqLoPevYfADUC/K41PvO5rP9EU7mblsFzmFJfRr14hnRnVlWKdm2kEyCHgS9LuA840xETi3bi4EkrxSlUgwKcqD5W87/VkLjkK362DYI9A4zuNTb9x7lCmJqfxn7V4scHn3KO4a1I5zWzfw+NxSfXhyj36ZMeZTYBVQAqzGfYtGRMqhtBhWvecsdjq2HzpcAhc+Di26e3Raay0J2w8xOSGFhTsOEREeyq8viOG2ATG0aRThpeKlOvFo1o219kngSS/VIhIcXC7Y8BnM+wccToXoC+D66dD2Ao9OW1hSytdrnBZ9WzNyaF6vJg9eeg43942mfoR2kAxmWt4m4ivWwvbZTmenjA3QvBvc/Al0uMijxU5H84v5YFka0xft5EBOIee0iOTl63twZY+WhIdpB0lR0Iv4Rtpi+PFp2L0UGraDa6dC19EQUvEg3nskn2kLU/lw+S5yi0oZ1KEJ/7y+B4M6NNEOkvIzCnqRyrRvHcz9m/NOvm4LGPkq9PoVhFb8VsrmfdlMSkj56QPWK8+N4q7BsWrRJ2VS0ItUhsxkZ7HThk+hVgMY8TT0HQfhFfsw1FrL4uRM3k5IIWHbQSLCQxnbP4bbB7ajVQO16JPTU9CLeFP2PljwAqx+H0LDYdD90P+PULtBhU5XUuri2w37mZSQzIb0bJrUrclfL+nErf3a6gNWKTcFvYg35GXBon/BsrfBVQp9boPBf4XI5hU7XVEJs1bsZurCVPYczidWK1jFAwp6EU8U5cLSt2DRa1CYDefeCMMehoYxFTrdoWOFvLt4J+8vdbYIjm/bkCdGdmFE5+ZawSoVpqAXqYjSYmcvmgUvQu4B6HQ5DH8Mmnet0OlSD+UyOdHpwVpc6uKizs357RBtESzeoaAXORsuF2z8HOb+3b3YqT/cOAOi+1XodKt2HebtBclOD9bQEK7t3Zo7B7UjrmldLxcuwUxBL1Ie1kLyHGcu/P51Hi12crksc7YcYFJCMit2HqZ+7Rr8fmh7xvaPoWlkzUr6HyDBTEEvciZ7kuDHp2BnIjSIdnd2uv6sFzsVlpTy5ep0JiWkkHwwl1YNavPEyC7ceF4b6tTUf4pSefTqEinLwW0w9xnY/B+IaAKXvejMpjnLzk7Htyh4Z9FODuYU0iWqHhPG9OSK7lGEhWqLAql8CnqRkx1Nh/nPwZoPoEYEDH0ELvgd1Iw8q9Oku7co+OiELQpevaEnA9o31hYF4lMKepHj8rJg4SuwbBJgnbZ9g+6HOk3O6jTaokCqGgW9SFGu09Vp4QRnLnyPm2DoQ9CwbblPcXyLgokLkknc/v97wN8+MIbWDbUHvPiXgl6C10+NP16AYxnQ8TKnAXfzLuU+xfEtCt5ekMzGvdqiQKomBb0EH5cLNn3hzIXPSnEaf9zwHkSfX+5TaIsCqU4U9BI8rIXkuTDnadi3Fpp1gZtmQcdLyj0XPtO9RcF72qJAqhEFvQSH9JXOXPjUBKgfDde87Z4LX75337uz8picmMKsFbspLHFxUZfm3K0tCqSaUNBLYDu03Wndt/lrZy78pS9A/G0QVr4VqJv2ZjNxQTL/Xb+PEAPX9GrFuMFxtG+mLQqk+lDQS2DK3gvzn4fVM6BGbRj6MFzw+3LNhbfWsiQlk4kLnCYfdcJDuX1ADHcMjKVF/Vo+KF7EuxT0ElhO3he+710w6C9Qt+kZn1rqsszeuJ+JC5JZu+coTeqGawaNBAQFvQSGojxnLvyif0HB8X3hHynXXPjCklI+X5XO5IQUUg7l0rZxBH+/uhvX9WmtGTQSEBT0Ur2VFjtt++a/AMf2Q8dL3XPhz7wvfHZBMTOX7WLawlQO5BTSrVU9Xr+5F5d1iyJUM2gkgHgU9MaYBsAUoBtggduttUu8UJfI6blcsOlL91z4ZGjTD66fDm0vOONTD2QXMG3RTj5YmkZOYQkD2jfmFe1BIwHM03f0E4DvrLXXGWPCAa31lsqXPM+ZKrlvDTTtDDd95LyTP0NIpx7KZVJCMp+tTKfE5eKyblHcPSSO7q21B40EtgoHvTGmHjAY+A2AtbYIKPJOWSKnkL7KWeyUMt+ZC3/1RDj3hjPOhV+7+wgTFyTz3cb91AgN4br41owbFEtMkzq+qVvEzzx5Rx8LHATeMcb0AFYC91prc098kDFmHDAOIDo62oPhJGgd2gFz/+bcqoloDJc8B+fdcdq58NZaErcfYuKCZBYnZxJZK4x7hsTxmwExNIvUFEkJLsZaW7EnGhMPLAUGWGuXGWMmANnW2sfLek58fLxNSkqqWKUSfHL2O3PhV70HYbWg/3i4YDzUqlfmU07eZKx5vZrcMbAdN/WNJrKWpkhK9WSMWWmtja/o8z15R78H2GOtXeb+/lPgIQ/OJ+IoyIbFr8GSN6C0yHn3PvivULdZ2U8pLuWTpN1MSkxhd5azydiL157LqF4tqRmmKZIS3Coc9Nba/caY3caYTtbarcCFwCbvlSZBp6QQkqZBwkuQlwndroXhj0Gj2DKfcjSvmPeW7GT64p1k5hbRs00DHruiCxdpkzGRn3g66+YPwAfuGTcpwG2elyRBx+WCDZ859+GPpEG7IXDR09CyV5lP2Xc0n6mJqcxcvou8olKGdmrK3UPi6NeukaZIipzEo6C31q4BKnzfSIQdc+DHJ2H/emjRHW79HOKGlzlVcseBHCYuSOGrNem4rNOm77dD4ugcVfZ9e5Fgp5Wx4h97Vztz4VPmQ4NoGD3FuVUTEnLKh6/dfYQ35+9g9qYMaoaFcHPfaO4cFEubRlq6IXImCnrxraxUZzXrhk+hdiO49HmIv/2UUyWP92F9c/4OFu1wpkiOH9ae3/SPoXHd8m0zLCIKevGVYwedD1mTpkFImLOj5IA/Qq1frkp1uSw/bM7gzfnJrN19hKaRNXnosnO4pZ+mSIpUhIJeKlfhMVj6JiyaAMX50PvXMORBqBf1i4cWl7r4es1eJi5IZvuBY7RpVFu7SIp4gYJeKkdpMax619lVMvcAdL4Shj8BTTv+4qH5RaV8nLSbSQkppB/J55wWkUwY05MrukcRFnrqe/YiUn4KevEua2HTV077vqxkiO4PY2ZCm/N+8dCj+cXMWJrGtIWpZOYW0adtQ54Z1ZXh5zTTFEkRL1LQi/ekJjpTJdNXuneVnAUdL/nFVMkDOQVMW/j/2wQP6diU3w2No6/mwItUCgW9eG7/Bmeq5I4foF4rGPUG9LjpF7tK7s7K4+2EZD5O2kNxqYvLu0dxz5A4urXSNsEilUlBLxV3ZDfMexbWfuhsNHbRM9B3nNOM+wRb9+fw1vwd/GfdPkIMXNu7Nb8dEkc7bRMs4hMKejl7eVmQ+DIsn+x83/8PMPDPENHoZw9bmXaYt+bv4MfNB4gID+W2/jHcOSiWFvW1TbCILynopfyK850G3ImvQmE29LwFhj0M9Vv/9BBrLQnbD/HmvB0sS82iQUQN/jSiA2MviKFhnXA/Fi8SvBT0cmalJbB2Jsx7DnL2uhtwPwnNu/z/Q1yW7zbs560FO9iQ7uwD/9gVnbmpbzR1auplJuJP+i9QymYtbPvO+aD14BZoFQ/XToaYgT89pKjExZer05m4IJmUQ7m0a1KH50d355rerbQPvEgVoaCXU9uzEn54HNIWQeP2cMP7zqIn9/TH/KJSPly+i8mJKew7WkCXqHq8fnMvLusWRaj2gRepUhT08nNZKTDnb7Dxc6jTFK54GXqPhVBnj5mcgmLeX5rG1ERnkVPfmEY8N7o7Qzo21Rx4kSpKQS+OvCxY8CKsmOKE+uAHnE3HakYCcDi3iHcWpTJ98U6yC0oY3LEp44e1p2+7Rmc4sYj4m4I+2J04k6YoB3rdCkMf+WnTsQM5BUxJTGXG0jTyikq5uEtzxg9vz7mtG/i3bhEpNwV9sHK5YN0sZ2/47D3OTJoRT0GzzgCkH8nn7QXJfLRiNyWlLq7s0ZLfDW1PpxaR/q1bRM6agj4YJc+F2U9AxnqI6gnXvAXtBgOQcvAYb81P5ovV6RgDo3u15p6hccRoFatItaWgDyb718MPTzhB3yAarp0KXUdDSAhb9mfzxrxk/rtuLzVCQ7ilXzTjhsTRqkHtM59XRKo0BX0wOLoH5v7DvSdNfbjkWTjvTgiryZrdR3h97g5+3JxBnfBQ7hocy50DY2kaqVZ9IoFCQR/ICo7Cwldh6VvO4qf+f4BB90HthixLyeT1eWtI3H6I+rVrcO+FHbhtQAwNIrRNgUigUdAHopIipzfrghcgPwvOvRGGP4at34YF2w7yxrzFrNh5mCZ1w3nosnO49fy21NU2BSIBy+P/uo0xoUASkG6tHel5SVJh1sLGL2DO03B4J7QbAhc9g6tFD2ZvyuCN9xexPv0oUfVr8dSVXbjxvGhqh2ubApFA5423cfcCm4F6XjiXVFTaYpj9mNPdqVlXuOUzStoN45v1+3lzVgLbMo7RtnEEz4/uzujerQkPUy9WkWDhUdAbY1oDVwD/AO7zSkVydg5uc9r3bf0WIlvCqDco6nojn6/Zx1tfJpCWmUeHZnXVbFskiHn6jv5fwAOAVtH4Wk4GLHgeVr4LNSJg+OMUxP+WT9Zm8tbLCew9WkD3VvWZeGsfLu7SnBBtNCYStCoc9MaYkcABa+1KY8zQ0zxuHDAOIDo6uqLDyXFFubDkDVj4LygthPPuoKD/X5i5IY+3/7WMjOxC+rRtyLPaaExE3Iy1tmJPNOY54FdACVAL5x7959baW8t6Tnx8vE1KSqrQeEHP5XLmwc/9G+Tsg85Xkj/kcWZsq8HbCSkcOlZIv3aNuPfCDlwQ11gBLxJAjDErrbXxFX1+hd/RW2sfBh52FzEU+MvpQl48kLIAZj/qrGxt1Ye8UVOYvqcFUyankpVbxID2jXl9eC/Oj23s70pFpArS5Omq7OA2p/nHtu+gfjR5V73N1KxeTJ2ZxpG8rQzp2JQ/XtiePm21VbCIlM0rQW+tnQ/M98a5BMg9BPOfg6R3ILwO+UOeYFLRxUz5ei85BTsY0bkZ44d3oGebBv6uVESqAb2jr0qKC2Dpm5D4ChTnUdBzLFNCb2Di/GyOFe7ikq7N+cPwDnRrVd/flYpINaKgrwpcLtjwmbOi9ehuCmMvYXqd25iw0pBfnMXl3aMYP6w9naO0Jk1Ezp6C3t/SlsD3j8DeVRQ3686HHR/k2c1NKCpxmn2MH9aeDs21TEFEKk5B7y+Zyc6K1s3/obRuFF9FP8rDKV0p2WO4umdLfj8sjtimdf1dpYgEAAW9r+VlQcJLsHwyrtAazGlxJ/fvHkReVjjX9m7N74bF0baxujmJiPco6H2lpBCWT4aEF7GFOSxvcAX3ZlxOZl4Dbohvw91D4mjTKMLfVYpIAFLQVzZrYdNXzm2awzvZWrcvf8q5luSDbbmpXxt+OySOlmrXJyKVSEFfmfYkwfePwu6l7KsZyyPFD7HoSE9uOT+a6UPiaF6vlr8rFJEgoKCvDEd2w49PwYZPyQlrxPMld/JZyXDG9Ivh+aEKeBHxLQW9NxUeg0UTcC16jVKXi7dLr2FqyVWM6tuJ+UPiaFFfAS8ivqeg9waXC9Z9ROkPTxOau59vSvvzsutmhvbtxf+GtlfAi4hfKeg9lbaEom8fJDxjLRtccTzreppO543go6FxRNXXh6wi4n8K+oo6nEbet48Rsf1rsmwjXiodT50+N/Kv4R0U8CJSpSjoz1ZhDjk/vkStpLcwLnjNdR1Het7N/Rd20zRJEamSFPTl5XJxeMl0wub9nciSTL50DWRbt/u49eL+CngRqdIU9OWQuXEOhd88RMv8bax2dWBpx2e5auQorlbAi0g1oKA/jYNpWzjwxYN0PTKfvbYxH7V9ioFXj+OeRtqLRkSqDwX9KRw8dJCtnzxJ3/2zqEMos1vcSZfrHmFMU/VkFZHqR0F/gszsPJZ9PoG+qW8x0BwlqeGlRI1+joujY/1dmohIhSnogSN5RXz3zcf02vgCl5tdpER0p2jki8R37e/v0kREPBbUQZ9dUMynPy6k9YrnGGOWkVmjOfuGTyT2gjFgjL/LExHxiqAM+tzCEmYkbsYsfJWx9msICeVg/F9oevFfoIZm0ohIYAmqoM8vKmXGkp3snP8u413vE2WyONL+ahpc9SxN67fyd3kiIpUiKIK+sKSUD5ftYu7c7/lj8VTuCtlGbpPuMOpDGkSf7+/yREQqVYWD3hjTBngPaAG4gEnW2gneKswbikpcfLJyNzPnrODXee8zPWwBpRGN4OLXqdPzFggJ8XeJIiKVzpN39CXA/dbaVcaYSGClMeYHa+0mL9VWYaUuy9dr03lt9kZGZH/JJ+FfUCu8BNNvPDWG/BVq1fd3iSIiPlPhoLfW7gP2ub/OMcZsBloBfgt6ay1ztxzgpe+2EHUwkRm1PqBVjb3Y9pdgLnkWmrT3V2kiIn7jlXv0xpgYoBew7BT/Ng4YBxAdHe2N4U5pxc4sXvxuC1lpG3g24kP6ha/CNuwAl36K6XBRpY0rIlLVeRz0xpi6wGfAn6y12Sf/u7V2EjAJID4+3no63sk278vmn99vZemWNB6O+Iqba32LCasNI57FnHcXhIV7e0gRkWrFo6A3xtTACfkPrLWfe6ek8tmdlccrP2zjyzV7uKHmMpbXm0mdokPQ61dw4ZNQt6kvyxERqbI8mXVjgKnAZmvtK94r6fSO5hfz7znbeXfJTjqZPSxo8iHROaugcU+4Yha0jvdVKSIi1YIn7+gHAL8C1htj1riPPWKt/dbjqk6hpNTFRyt288oP2yjOO8K0lrMZmPUZpqQejHwVeo+FkNDKGFpEpFrzZNbNQsAnG8Is2nGIZ/6zia0Z2dzffA13h0+nRuYh6DPWuU0T0cgXZYiIVEtVemXsrsw8nvlmEz9uzmBw/QN82HoGjQ4lQcvecOssaNXH3yWKiFR5VTLoi0tdTE5MYcKP24kMKeDLuNn02DsLk1sfrnzN+cBVq1pFRMqlygX9yrTDPPL5erZm5PBAzHZ+e2wioen7If42GP64btOIiJylKhP0xaUuJvy4nTfn76BbZC7L4j6mefoP0Kwr3Pg+tDnP3yWKiFRLVSLodxw4xp9nrWFj+mFejlnB1VlTMRmlMOIpuGA8hNbwd4kiItWW34N+zuYM/vjhajqF7mVVy+k02L8W4obDFa9Ao3b+Lk9EpNrza9C/syiVv3+zgUcazuX2wg8w+XVg9GTofr1a+YmIeInfgv79JTuZ+s0Cvqs/mQ55G6DT5XDlBKjbzF8liYgEJL8E/ZLkTL7/z0f8r/Yb1LUWrp4IPdSQW0SkMvg86POLSvn8oym8G/4CplEHzE0fQuM4X5chIhI0fB70Py5eztNFL5PfuAt17/oOakb6ugQRkaDi86CvvfQVwoyLGr/+SCEvIuIDPt1HoNTlol9+IlubXY5p0MaXQ4uIBC2fBn1Bbg6RJp/wzpf6clgRkaDm06C3hccAaBuvoBcR8RWfBr1xFXOEutSK1MZkIiK+4vOgPxzaxJdDiogEPZ8GfagtJidcK19FRHzJx0FfQmHt5r4cUkQk6Pk06MMoxVW3hS+HFBEJej7vxxdSv5WvhxQRCWo+D/pajbVQSkTEl3we9HWbRvt6SBGRoObzoG/cIsbXQ4qIBDWPgt4Yc6kxZqsxZocx5qEzPd5iiGyoefQiIr5U4aA3xoQCbwCXAV2Am4wxXU73nGLCMCE+/yVCRCSoeZK6fYEd1toUa20R8BEw6nRPKDV+70UuIhJ0PAn6VsDuE77f4z72M8aYccaYJGNMUgG1PBhOREQqwpOgP1WDV/uLA9ZOstbGW2vjG0bFeDCciIhUhCdBvwc4cVJ8a2CvZ+WIiIi3eRL0K4AOxph2xphwYAzwtXfKEhERb6nwp6PW2hJjzHjgeyAUmGat3ei1ykRExCs8mgZjrf0W+NZLtYiISCXQpHYRkQCnoBcRCXAKehGRAKegFxEJcMbaX6xxqrzBjMkBtvpswIprAhzydxHloDq9pzrUCKrT26pLnZ2stZEVfbKvN5/Zaq2N9/GYZ80Yk6Q6vac61FkdagTV6W3VqU5Pnq9bNyIiAU5BLyIS4Hwd9JN8PF5FqU7vqg51VocaQXV6W1DU6dMPY0VExPd060ZEJMAp6EVEApxPgv5sm4j7ijGmjTFmnjFmszFmozHmXvfxp4wx6caYNe4/l1eBWncaY9a760lyH2tkjPnBGLPd/XdDP9fY6YRrtsYYk22M+VNVuJ7GmGnGmAPGmA0nHCvz+hljHna/XrcaYy7xc50vGWO2GGPWGWO+MMY0cB+PMcbkn3BdJ/q5zjJ/zv64nmXUOOuE+nYaY9a4j/vzWpaVQ957fVprK/UPzhbGyUAsEA6sBbpU9rjlrC0K6O3+OhLYhtPo/CngL/6u76RadwJNTjr2IvCQ++uHgBf8XedJP/f9QNuqcD2BwUBvYMOZrp/7NbAWqAm0c79+Q/1Y58VAmPvrF06oM+bEx1WB63nKn7O/ruepajzp318GnqgC17KsHPLa69MX7+jPuom4r1hr91lrV7m/zgE2c4q+t1XYKOBd99fvAlf7r5RfuBBIttam+bsQAGttApB10uGyrt8o4CNrbaG1NhXYgfM69kud1trZ1toS97dLcbq5+VUZ17Msfrmep6vRGGOAG4APK7uOMzlNDnnt9emLoC9XE3F/M8bEAL2AZe5D492/Kk/z9y0RNwvMNsasNMaMcx9rbq3dB86LBWjmt+p+aQw//4+oql1PKPv6VeXX7O3A/074vp0xZrUxZoExZpC/ijrBqX7OVfF6DgIyrLXbTzjm92t5Ug557fXpi6AvVxNxfzLG1AU+A/5krc0G3gLigJ7APpxf8fxtgLW2N3AZ8HtjzGB/F1QW47SWvAr4xH2oKl7P06mSr1ljzKNACfCB+9A+INpa2wu4D5hpjKnnr/oo++dcFa/nTfz8jYjfr+UpcqjMh57i2Gmvpy+Cvko3ETfG1MC5uB9Yaz8HsNZmWGtLrbUuYDI++rX9dKy1e91/HwC+wKkpwxgTBeD++4D/KvyZy4BV1toMqJrX062s61flXrPGmLHASOAW675R6/7VPdP99Uqce7Ud/VXjaX7OVep6GmPCgNHArOPH/H0tT5VDePH16Yugr7JNxN336aYCm621r5xwPOqEh10DbDj5ub5kjKljjIk8/jXOh3MbcK7jWPfDxgJf+afCX/jZu6Wqdj1PUNb1+xoYY4ypaYxpB3QAlvuhPsCZtQY8CFxlrc074XhTY0yo++tYnDpT/FPlaX/OVep6AiOALdbaPccP+PNalpVDePP16aNPlS/H+SQ5GXjUH59sl1HXQJxfedYBa9x/LgfeB9a7j38NRPm5zlicT9nXAhuPX0OgMTAH2O7+u1EVuKYRQCZQ/4Rjfr+eOP/Hsw8oxnlHdMfprh/wqPv1uhW4zM917sC5J3v8NTrR/dhr3a+HtcAq4Eo/11nmz9kf1/NUNbqPTwfuPumx/ryWZeWQ116f2gJBRCTAaWWsiEiAU9CLiAQ4Bb2ISIBT0IuIBDgFvYhIgFPQi4gEOAW9iEiA+z95teoFrm8cqAAAAABJRU5ErkJggg==", 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UpdxL8tVfIydjhtcRRSQEqfzD1MHSrdS89TjTal5hBnU0uaHsHvtpRiy8m5wFnyYpJsbriCISwlT+YeTUiSOUb3icMRWryWovZ7IbxJ5h+VTP+AHTr11BwbARXkcUkTCh8g9xba0t7HlzFW7bH5lxpoiF1kFlzDQKM79DxnVfZfbEFK8jikgYUvmHqINl2zmycSUZR9cyh3pqSWDLpBWMv+Ie0mcs1AewROSSqPxDyOnGU+x97Q+MKn2WnLa9JLkYdg9fRPW8u5lx9R0siov3OqKIRAiVv8ecz0fp5tdoeu9xZpzaQIG1cHDQFAozHibj+vuYOzHZ64giEoFU/h6prz1K6fp/J6nyWXJ9hznjhrB77KcZteRrZM//FFM1zYKIDCCVfxA5n4+y4g00bVrJrPqNLLI2SuPyeH/mg8z49Fco0KduRSRIVP5B0NRwkr3rf0ti6ZPk+A5w2g1le+ItjL/2AXKmL/Q6nohEIZX/AKrc+S61bzzCzLr1LLQWKmLSeX/Gj5h+w9dZODLB63giEsVU/gHW0d7Ojr/9iaFbVpLbtofJLo6dYz5NwlXfJHPOVWToWL6IhACVf4A01texd+2vSKn4E/PccWpsPIWZ/5Xcm/4TBWMTvY4nIvIxKv9LdHh/CdWv/gszjr/CIjvH3rgZHMv/e2Zd9yWSYjW8IhKa1E4X6YO9m6n7y/9mbsMGEhnEjoTrSLj22+TNudLraCIifVL5X6DyrW9w5m8/Y27zu0xwg9k8cQXpy77PgqRUr6OJiPSbyr+fSt9/jfYN/4sZLdtpYDjvJX+D3GXfZdG4iV5HExG5YCr/PlTuKqRp3Y+Yc7aQWhIozHiYGbc+zOJRY7yOJiJy0VT+vag5UEbNqv/BvMbXOW3DeC/tIWbf8T0W6VO4IhIBVP7dNJ9uYOcz/8ScqicYg1E0+Svk3fkPLNblmiISQVT+fs7nY+tf/sCU9/8ni6ijeNR1JN/1zyyeopnzRSTyqPyB2pqDVP3pQeY3b6IyZhonP/MI+Qtv8DqWiMiAierydz4fxWt+Q/b2n5LrWilM/zb5X/gHYnXTFBGJcFFb/k0NJyn/7b0saHqdkrjpjPj8IyzKnO11LBGRoOhzljEze8zMjpvZ7l6Wm5n9wswqzGynmc0LfMzAqtixiYb/u4Q5jRspTH2I7O+/TbKKX0SiSH+mmHwcuPE8y28CMv1f9wOPXHqsgVP88r+TvHoZ8a6FspueYdFXf8qgmBivY4mIBFWfh32cc2+ZWep5VlkGPOGcc0ChmSWY2STn3JFAhQwE5/NR+Pv/xuKq37J38EwmfeN58hIneR1LRMQTgTjmPxmo6vK82v/aJ8rfzO6n818HpKSkBGDT/dPR3s6WX3+FxafW8n7CUuY8+HviBw8J2vZFREJNIO4sYj285npa0Tm30jmX75zLT0wMzoem2tta2faLFRScWkvhlHtZ8O0nVfwiEvUCUf7VQHKX51OAmgC87yVzPh9bf/NV8htfozD1IRbd93NMd9ISEQlI+a8BvuK/6mcR0BAqx/sLH/8eBafW8t6Ur7Poqz/1Oo6ISMjo85i/mT0NXAOMM7Nq4EdAHIBz7lFgHbAUqACaga8NVNgL8f4Lv2TxoZVsHn0ji77+r17HEREJKf252ucLfSx3wEMBSxQAFTs2MWf7j9k1ZC5zHnpCh3pERLqJuFZsajjJkBe/Tr2NYsp9TxMXP9jrSCIiISfiyr/st/cx0XecupseZYyu4xcR6VFElf+2v/6J/KYNbE69n1zNyiki0quIKf+GU7VMeffvqYxJI/9LP/E6johISIuY8i/7w39mjGvA3forHecXEelDRJR/SdF6CurXsTnpy2TMvsLrOCIiIS/sy9/X0UHsX3/AMS5jzpf1QS4Rkf4I+/Lf8vKjZHZUUDXvvzN0+Eiv44iIhIWwLv+zZ5qYuv1fKIvNZt5nv+F1HBGRsBHW5b9jzS8Yz0k6rv+JbsgiInIBwrb8W1vOkVb2O/bGzyRv0fluNCYiIt2FbflvX7eSCdTRvvhhr6OIiISdsCx/5/Mxftd/UBkzjZlXL/c6johI2AnL8q/Y8Q6pvkPU5nxZM3aKiFyEsGzOk5t+zzkXR87193gdRUQkLIVd+becayandj27R13F6DHjvI4jIhKWwq7892x8ltGcYXD+l72OIiIStsKu/GN2Ps1xxpJ3+a1eRxERCVthVf4NJ0+Q11zM/ok3ERPb5x0oRUSkF2FV/mVvPkOcdTC24C6vo4iIhLWwKv/B5Ws4QiKZc670OoqISFgLm/JvOFVLbvMWDk64Xtf2i4hcorBp0fI3nyXeOhiz4PNeRxERCXthU/5x5S9zlHFkzbvG6ygiImEvLMq/sb6OvDObOaBDPiIiAREWTVr+1vPEWzsJ+Z/zOoqISEQIi/IfVL6WE4wha961XkcREYkIIV/+rS3nyGrazP6xV+puXSIiARLy5V9W9Coj7CyDp3/W6ygiIhEj5Mu/eefLnHXx5Cy+2esoIiIRI6TL3/l8pNS+Rdnw+QwZNsLrOCIiESOky/9AyWYmcYLWaZ/xOoqISEQJ6fI/tvklAKYtucPjJCIikSWky39M9Qb2xWYyLmmq11FERCJKyJZ/3bFqMtvKqE36lNdRREQiTsiWf+W7qxlkjsT5y7yOIiIScfpV/mZ2o5mVmVmFmX2/h+XXmFmDmW33f/3jJSc7VEQ9I0ifufiS30pERD6uz3shmlkM8Gvg00A1sNnM1jjn9nZb9W3nXMAuxk9oKqd6cAYJmshNRCTg+tOsBUCFc26/c64VeAYY0GMx7W2tpLR9wOmEnIHcjIhI1OpP+U8Gqro8r/a/1t1iM9thZq+a2fSe3sjM7jezYjMrPnHiRK8bPFy5myHWRsykWf2IJyIiF6o/5W89vOa6Pd8KTHXOzQZ+CbzY0xs551Y65/Kdc/mJiYm9bvBE5RYAxqbP70c8ERG5UP0p/2ogucvzKUBN1xWcc43OudP+x+uAODMbd7Gh2qp30upiSM6ac7FvISIi59Gf8t8MZJpZmpnFAyuANV1XMLOJZmb+xwX+96272FDDT5VQFZtC/OAhF/sWIiJyHn1e7eOcazezbwHrgRjgMefcHjN7wL/8UeBO4EEzawfOAiucc90PDfVb0rl9fDB6IekX+wYiInJefZY/fHQoZ1231x7t8vhXwK8CEajuWDXjqKdi/IxAvJ2IiPQg5C6irynbDMCIqXO8DSIiEsFCrvzPHNwGwJScAo+TiIhErpAr/9gTezjGZSSMm+h1FBGRiBVy5X/Z6X0cHZrhdQwRkYgWUuV/7uwZkjuqaB6b53UUEZGIFlLlX12+jVjzET95ttdRREQiWkiV/yn/tA7jM+d5nEREJLKFVPl3HNlFsxtMUlqP88KJiEiAhFT5j2wopSoujZjYfn32TERELlLIlL/z+UhuraR+dLbXUUREIl7IlP/Rqn2MohkmzPQ6iohIxAud8vdP6zA6ba7HSUREIl/IlP+56p34nJGck+91FBGRiBcy5T+4bi+HB01i+MgEr6OIiES8kCn/Cc3lnBiuaR1ERIIhJMq/qeEkk90xWsbp+n4RkWAIifI/XFoMwNDkOd4GERGJEiFR/g0HtgIwKXuBx0lERKJDSJS/HdtNPSMYn5TmdRQRkagQEuWf0FjG4fh0bFBIxBERiXiet21HezvJbQdoGpPrdRQRkajheflXV+5mqLUSM0nTOoiIBIvn5X+ionNah7HTNIe/iEiweF7+bYd30upiSM5W+YuIBIvn5T/sZAnVMcnEDx7idRQRkajhefknnaugbqTm8BcRCSZPy7/uWDWJnKJjvKZ1EBEJJk/Lv8Y/h/+IlDlexhARiTqelv+ZQ9sBmJxT4GUMEZGo42n5xx7fw3HGMiZxkpcxRESijqflf9npco4MzfQygohIVPKs/J3Px5SOaprHaloHEZFg86z8W1uaibMO4ifP8iqCiEjU8qz821uaARifqRu2i4gEm3fH/NvO0uwGk5Sma/xFRILNs/If1H6Wqrg0YmJjvYogIhK1PCv/eNdK/WhN6yAi4oV+lb+Z3WhmZWZWYWbf72G5mdkv/Mt3mlmfU3TG0AETZlxMZhERuUR9lr+ZxQC/Bm4C8oAvmFlet9VuAjL9X/cDj/Rn46PTNI2ziIgX+vObfwFQ4Zzb75xrBZ4BlnVbZxnwhOtUCCSYWR8f2zWSc3Slj4iIF/pT/pOBqi7Pq/2vXeg6mNn9ZlZsZsVNDGf4yIQLjCsiIoHQn/K3Hl5zF7EOzrmVzrl851z+yCRN6yAi4pX+lH81kNzl+RSg5iLWERGRENGf8t8MZJpZmpnFAyuANd3WWQN8xX/VzyKgwTl3JMBZRUQkQPr8hJVzrt3MvgWsB2KAx5xze8zsAf/yR4F1wFKgAmgGvjZwkUVE5FL16+O1zrl1dBZ819ce7fLYAQ8FNpqIiAwUz2/gLiIiwafyFxGJQip/EZEopPIXEYlC1nmu1oMNmzUBZZ5s/MKMA2q9DtEPyhlY4ZAzHDKCcgZatnNu5KW+iZeT6Zc550J+ch8zK1bOwFHOwAmHjKCcgWZmxYF4Hx32ERGJQip/EZEo5GX5r/Rw2xdCOQNLOQMnHDKCcgZaQHJ6dsJXRES8o8M+IiJRSOUvIhKFBrz8B+Lm7wOQMdnMNppZiZntMbP/0sM615hZg5lt93/9Y7Bz+nMcMLNd/gyfuOQrRMYzu8s4bTezRjN7uNs6noynmT1mZsfNbHeX18aa2Wtmts//fUwvP3vefXmAM/6zmZX6/0xfMLOEXn72vPtHEHL+2MwOd/lzXdrLzwZlLM+T89kuGQ+Y2fZefjaY49ljDw3Y/umcG7AvOqeArgSmAfHADiCv2zpLgVfpvBvYIqBoIDP1knMSMM//eCRQ3kPOa4BXgp2th6wHgHHnWe75ePawDxwFpobCeAJXAfOA3V1e+z/A9/2Pvw/8rJf/jvPuywOc8TNArP/xz3rK2J/9Iwg5fwx8tx/7RFDGsrec3Zb/K/CPITCePfbQQO2fA/2b/wDd/D2wnHNHnHNb/Y+bgBJ6uAdxmPB8PLu5Dqh0zh30MMNHnHNvASe7vbwM+IP/8R+A23r40f7sywOW0Tn3V+dcu/9pIZ13y/NUL2PZH0EbSzh/TjMz4PPA0wO1/f46Tw8NyP450OUfsJu/B4uZpQJzgaIeFi82sx1m9qqZTQ9uso844K9mtsXM7u9heUiNJ513fuvtL1YojCfABOe/85z/+/ge1gmlcf06nf+660lf+0cwfMt/eOqxXg5RhNJYXgkcc87t62W5J+PZrYcGZP8c6PIP2M3fg8HMRgCrgIedc43dFm+l89DFbOCXwItBjvehy51z84CbgIfM7Kpuy0NpPOOBW4Hne1gcKuPZXyExrmb2Q6AdeLKXVfraPwbaI0A6MAc4Quchle5CYiz9vsD5f+sP+nj20UO9/lgPr513TAe6/MPm5u9mFkfngD/pnFvdfblzrtE5d9r/eB0QZ2bjghwT51yN//tx4AU6/7nXVUiMp99NwFbn3LHuC0JlPP2OfXhozP/9eA/reD6uZnYPcDPwJec/0NtdP/aPAeWcO+ac63DO+YD/6GX7no8lgJnFAsuBZ3tbJ9jj2UsPDcj+OdDlHxY3f/cf9/sdUOKc+3kv60z0r4eZFdA5dnXBSwlmNtzMRn74mM6TgLu7reb5eHbR629VoTCeXawB7vE/vgd4qYd1+rMvDxgzuxH4HnCrc665l3X6s38MqG7nl27vZfuejmUX1wOlzrnqnhYGezzP00MDs38G4Qz2UjrPWlcCP/S/9gDwgP+xAb/2L98F5A90ph4yXkHnP5F2Atv9X0u75fwWsIfOs+iFwBIPck7zb3+HP0tIjqc/xzA6y3x0l9c8H086/2d0BGij87ele4HLgA3APv/3sf51k4B159uXg5ixgs5juh/un492z9jb/hHknH/073c76SyfSV6OZW85/a8//uH+2GVdL8eztx4akP1T0zuIiEQhfcJXRCQKqfxFRKKQyl9EJAqp/EVEopDKX0QkCqn8RUSikMpfRCQK/T/IjeCE4ZTkXwAAAABJRU5ErkJggg==", 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" ] @@ -651,17 +824,184 @@ } ], "source": [ - "# Compare the consumption functions for the various portfolio choice types.\n", + "# Compare the consumption functions for the various idiosyncratic shocks\n", + "print(\"Consumption functions for idiosyncratic shocks vs fixed share at 0.0:\")\n", + "plot_funcs(\n", + " [\n", + " IndShockExample.cFunc[0], # blue\n", + " FixedShareExample.cFunc[0], # orange\n", + " ],\n", + " 0.0,\n", + " 20.0,\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "id": "67ea856c", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Fixed Share at 1.0 Type" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "e6d724f5", + "metadata": {}, + "outputs": [], + "source": [ + "init_portfolio[\"ShareFixed\"] = [1.0]\n", + "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareType(**init_portfolio)\n", + "RiskyFixedExample.cycles = 0\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "bd5c721a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with share fixed at 1.0 took 1.1092 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "RiskyFixedExample.solve()\n", + "end_time = time()\n", "print(\n", - " \"Consumption functions for portfolio choice type vs risky asset with portfolio choice:\"\n", + " \"Solving a consumer with share fixed at 1.0 took \"\n", + " + mystr(end_time - start_time)\n", + " + \" seconds.\"\n", ")\n", - "plot_funcs([IndShockExample.cFunc[0], FixedShareExample.cFunc[0]], 0, 200)\n" + "RiskyFixedExample.unpack(\"cFunc\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "d8db09af", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption function and MPC for the portfolio choice consumer\n", + "print(\"Concave consumption function:\")\n", + "plot_funcs(RiskyFixedExample.cFunc[0], 0.0, 5.0)\n", + "print(\"Marginal consumption function:\")\n", + "plot_funcs_der(RiskyFixedExample.cFunc[0], 0.0, 5.0)\n" + ] + }, + { + "cell_type": "markdown", + "id": "1d1a616a", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Compare Fixed Share at 1.0 Type with Risky Return Type" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "fd400df3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for risky asset vs fixed share at 1.0:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compare the consumption functions for the various risky shocks\n", + "print(\"Consumption functions for risky asset vs fixed share at 1.0:\")\n", + "plot_funcs(\n", + " [\n", + " RiskyReturnExample.cFunc[0], # blue\n", + " RiskyFixedExample.cFunc[0], # orange\n", + " ],\n", + " 0.0,\n", + " 20.0,\n", + ")\n" ] }, { "cell_type": "code", "execution_count": null, - "id": "e6d724f5", + "id": "cdaa4b5b", "metadata": {}, "outputs": [], "source": [] @@ -692,7 +1032,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.10" } }, "nbformat": 4, diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py index 6a9b347a7..b407ac7bf 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py @@ -1,12 +1,18 @@ +# %% [markdown] +# # Example Implementations of `HARK.ConsumptionSaving.ConsRiskyAssetModel` + # %% from time import time from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType from HARK.ConsumptionSaving.ConsPortfolioModel import ( - PortfolioConsumerType, init_portfolio, + PortfolioConsumerType, +) +from HARK.ConsumptionSaving.ConsRiskyAssetModel import ( + RiskyAssetConsumerType, + RiskyReturnGivenFixedPortfolioShareType, ) -from HARK.ConsumptionSaving.ConsRiskyAssetModel import RiskyAssetConsumerType from HARK.utilities import plot_funcs_der, plot_funcs @@ -14,9 +20,13 @@ mystr = lambda number: "{:.4f}".format(number) +# %% [markdown] +# ## Idiosyncratic Income Shocks Consumer Type + # %% # Make and solve an example consumer with idiosyncratic income shocks -IndShockExample = IndShockConsumerType() +# Sse init_portfolio parameters to compare to results of PortfolioConsumerType +IndShockExample = IndShockConsumerType(**init_portfolio) IndShockExample.cycles = 0 # Make this type have an infinite horizon @@ -35,17 +45,19 @@ # %% # Plot the consumption function and MPC for the infinite horizon consumer print("Concave consumption function:") -plot_funcs(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5) +plot_funcs(IndShockExample.cFunc[0], 0.0, 5.0) print("Marginal consumption function:") -plot_funcs_der(IndShockExample.cFunc[0], IndShockExample.solution[0].mNrmMin, 5) +plot_funcs_der(IndShockExample.cFunc[0], 0.0, 5.0) + +# %% [markdown] +# ## Risky Return Consumer Type # %% # Make and solve an example consumer with risky returns to savings -init_risky = init_portfolio.copy() -init_risky["PortfolioBool"] = False -RiskyReturnExample = RiskyAssetConsumerType(**init_risky) +# Use init_portfolio parameters to compare to results of PortfolioConsumerType +RiskyReturnExample = RiskyAssetConsumerType(**init_portfolio) RiskyReturnExample.cycles = 0 # Make this type have an infinite horizon @@ -64,14 +76,33 @@ # %% # Plot the consumption function and MPC for the risky asset consumer print("Concave consumption function:") -plot_funcs(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) +plot_funcs(RiskyReturnExample.cFunc[0], 0.0, 5.0) print("Marginal consumption function:") -plot_funcs_der(RiskyReturnExample.cFunc[0], RiskyReturnExample.solution[0].mNrmMin, 5) +plot_funcs_der(RiskyReturnExample.cFunc[0], 0.0, 5.0) +# %% [markdown] +# ## Compare Idiosyncratic Income Shocks with Risky Return + # %% -# Make and solve an example consumer with a portfolio choice +# Compare the consumption functions for the various agents in this notebook. +print("Consumption functions for idiosyncratic shocks vs risky returns:") +plot_funcs( + [ + IndShockExample.cFunc[0], # blue + RiskyReturnExample.cFunc[0], # orange + ], + 0.0, + 20.0, +) + + +# %% [markdown] +# ## Risky Return Consumer Type with Portfolio Choice + +# %% +# Make and solve an example risky consumer with a portfolio choice init_portfolio["PortfolioBool"] = True PortfolioChoiceExample = RiskyAssetConsumerType(**init_portfolio) PortfolioChoiceExample.cycles = 0 # Make this type have an infinite horizon @@ -93,16 +124,15 @@ # %% # Plot the consumption function and MPC for the portfolio choice consumer print("Concave consumption function:") -plot_funcs( - PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5 -) +plot_funcs(PortfolioChoiceExample.cFunc[0], 0.0, 5.0) print("Marginal consumption function:") -plot_funcs_der( - PortfolioChoiceExample.cFunc[0], PortfolioChoiceExample.solution[0].mNrmMin, 5 -) +plot_funcs_der(PortfolioChoiceExample.cFunc[0], 0.0, 5.0) +# %% [markdown] +# ## Compare Income Shocks, Risky Return, and RR w/ Portfolio Choice + # %% # Compare the consumption functions for the various agents in this notebook. print( @@ -110,19 +140,21 @@ ) plot_funcs( [ - IndShockExample.cFunc[0], - RiskyReturnExample.cFunc[0], - PortfolioChoiceExample.cFunc[0], + IndShockExample.cFunc[0], # blue + RiskyReturnExample.cFunc[0], # orange + PortfolioChoiceExample.cFunc[0], # green ], - IndShockExample.solution[0].mNrmMin, - 5, + 0.0, + 20.0, ) +# %% [markdown] +# ## Portfolio Consumer Type + # %% -# Make and solve an example consumer with a portfolio choice -init_portfolio["PortfolioBool"] = True -PortfolioTypeExample = PortfolioConsumerType(**init_portfolio) +# Make and solve an example portfolio choice consumer +PortfolioTypeExample = PortfolioConsumerType() PortfolioTypeExample.cycles = 0 # Make this type have an infinite horizon @@ -142,24 +174,128 @@ # %% # Plot the consumption function and MPC for the portfolio choice consumer print("Concave consumption function:") -plot_funcs(PortfolioTypeExample.cFuncAdj[0], 0, 5) +plot_funcs(PortfolioTypeExample.cFuncAdj[0], 0.0, 5.0) print("Marginal consumption function:") -plot_funcs_der(PortfolioTypeExample.cFuncAdj[0], 0, 5) +plot_funcs_der(PortfolioTypeExample.cFuncAdj[0], 0.0, 5.0) + +# %% [markdown] +# ## Compare RR w/ Portfolio Choice with Portfolio Choice Type # %% # Compare the consumption functions for the various portfolio choice types. print( "Consumption functions for portfolio choice type vs risky asset with portfolio choice:" ) -plot_funcs([PortfolioTypeExample.cFuncAdj[0], PortfolioChoiceExample.cFunc[0]], 0, 200) +plot_funcs( + [ + PortfolioTypeExample.cFuncAdj[0], # blue + PortfolioChoiceExample.cFunc[0], # orange + ], + 0.0, + 20.0, +) # %% # Compare the share functions for the various portfolio choice types. print("Share functions for portfolio choice type vs risky asset with portfolio choice:") plot_funcs( - [PortfolioTypeExample.ShareFuncAdj[0], PortfolioChoiceExample.ShareFunc[0]], 0, 200 + [ + PortfolioTypeExample.ShareFuncAdj[0], # blue + PortfolioChoiceExample.ShareFunc[0], # orange + ], + 0, + 200, +) + + +# %% [markdown] +# ## Risky Return Given Fixed Portfolio Share + +# %% +FixedShareExample = RiskyReturnGivenFixedPortfolioShareType(**init_portfolio) +FixedShareExample.cycles = 0 + + +# %% +start_time = time() +FixedShareExample.solve() +end_time = time() +print( + "Solving a consumer with fixed portfolio share took " + + mystr(end_time - start_time) + + " seconds." +) +FixedShareExample.unpack("cFunc") + + +# %% +# Plot the consumption function and MPC for the infinite horizon consumer +print("Concave consumption function:") +plot_funcs(FixedShareExample.cFunc[0], 0.0, 5.0) +print("Marginal consumption function:") +plot_funcs_der(FixedShareExample.cFunc[0], 0.0, 5.0) + + +# %% [markdown] +# ## Compare Idiosyncratic Shock Type with Fixed Share at 0.0 Type + +# %% +# Compare the consumption functions for the various idiosyncratic shocks +print("Consumption functions for idiosyncratic shocks vs fixed share at 0.0:") +plot_funcs( + [ + IndShockExample.cFunc[0], # blue + FixedShareExample.cFunc[0], # orange + ], + 0.0, + 20.0, +) + + +# %% [markdown] +# ## Fixed Share at 1.0 Type + +# %% +init_portfolio["ShareFixed"] = [1.0] +RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareType(**init_portfolio) +RiskyFixedExample.cycles = 0 + + +# %% +start_time = time() +RiskyFixedExample.solve() +end_time = time() +print( + "Solving a consumer with share fixed at 1.0 took " + + mystr(end_time - start_time) + + " seconds." +) +RiskyFixedExample.unpack("cFunc") + + +# %% +# Plot the consumption function and MPC for the portfolio choice consumer +print("Concave consumption function:") +plot_funcs(RiskyFixedExample.cFunc[0], 0.0, 5.0) +print("Marginal consumption function:") +plot_funcs_der(RiskyFixedExample.cFunc[0], 0.0, 5.0) + + +# %% [markdown] +# ## Compare Fixed Share at 1.0 Type with Risky Return Type + +# %% +# Compare the consumption functions for the various risky shocks +print("Consumption functions for risky asset vs fixed share at 1.0:") +plot_funcs( + [ + RiskyReturnExample.cFunc[0], # blue + RiskyFixedExample.cFunc[0], # orange + ], + 0.0, + 20.0, ) From 48f50b34a01acbadeebdcb66f884e0f7af98e92b Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Sat, 12 Feb 2022 18:14:32 -0500 Subject: [PATCH 33/52] Solve some tests --- HARK/ConsumptionSaving/ConsPortfolioModel.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/HARK/ConsumptionSaving/ConsPortfolioModel.py b/HARK/ConsumptionSaving/ConsPortfolioModel.py index 10d99f43f..12c83377b 100644 --- a/HARK/ConsumptionSaving/ConsPortfolioModel.py +++ b/HARK/ConsumptionSaving/ConsPortfolioModel.py @@ -172,6 +172,8 @@ def __init__(self, verbose=False, quiet=False, **kwds): params.update(kwds) kwds = params + self.PortfolioBool = True + # Initialize a basic consumer type RiskyAssetConsumerType.__init__(self, verbose=verbose, quiet=quiet, **kwds) @@ -1267,7 +1269,10 @@ def add_SequentialShareFuncAdj(self, solution): Share_now = self.Share_now self.SequentialShareFuncAdj_now = LinearInterp( - aNrm_temp, Share_now, intercept_limit=self.ShareLimit, slope_limit=0.0, + aNrm_temp, + Share_now, + intercept_limit=self.ShareLimit, + slope_limit=0.0, ) solution.SequentialShareFuncAdj = self.SequentialShareFuncAdj_now From cad4ca369b2d3143e9d30b4f6aa12bd046c7e417 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 15 Feb 2022 11:09:06 -0500 Subject: [PATCH 34/52] Update ConsRiskyAssetModel.py optional implementation with root finder --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 51 +++++++++++++++---- 1 file changed, 41 insertions(+), 10 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index abfa9a591..cd7205f30 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -8,7 +8,7 @@ from dataclasses import dataclass import numpy as np -from scipy.optimize import minimize_scalar +from scipy.optimize import minimize_scalar, root_scalar from HARK import make_one_period_oo_solver from HARK.ConsumptionSaving.ConsIndShockModel import ( @@ -118,7 +118,7 @@ def update_RiskyDstn(self): self.RiskyDstn = IndexDistribution( Lognormal.from_mean_std, {"mean": self.RiskyAvg, "std": self.RiskyStd}, - seed=self.RNG.randint(0, 2 ** 31 - 1), + seed=self.RNG.randint(0, 2**31 - 1), ).approx(self.RiskyCount) self.add_to_time_vary("RiskyDstn") @@ -256,7 +256,7 @@ def get_Risky(self): RiskyStd = self.RiskyStd self.shocks["Risky"] = Lognormal.from_mean_std( - RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2 ** 31 - 1) + RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2**31 - 1) ).draw(1) def get_Adjust(self): @@ -274,7 +274,7 @@ def get_Adjust(self): None """ self.shocks["Adjust"] = IndexDistribution( - Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2 ** 31 - 1) + Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2**31 - 1) ).draw(self.t_cycle) def initialize_sim(self): @@ -336,6 +336,7 @@ class ConsRiskySolver(ConsIndShockSolver): """ Solver for an agent that can save in an asset that has a risky return. """ + solution_next: ConsumerSolution IncShkDstn: DiscreteDistribution TranShkDstn: DiscreteDistribution @@ -490,7 +491,8 @@ def prepare_to_calc_EndOfPrdvP(self): # if zero is BoroCnstNat, do not evaluate at 0.0 aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), + aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), @@ -782,12 +784,41 @@ def endOfPrddvds(risky_shk, a_nrm, share): b_nrm = a_nrm * r_port return a_nrm * r_diff * preIncShkvPfunc(b_nrm) - EndOfPrddvds = calc_expectation( - self.RiskyDstn, endOfPrddvds, self.aMat, self.sMat - ) - EndOfPrddvds = EndOfPrddvds[:, :, 0] + if True: + + EndOfPrddvds = calc_expectation( + self.RiskyDstn, endOfPrddvds, self.aMat, self.sMat + ) + EndOfPrddvds = EndOfPrddvds[:, :, 0] + + self.opt_share = self.optimize_share(EndOfPrddvds) + + else: + + def obj(share, a_nrm): + return calc_expectation(self.RiskyDstn, endOfPrddvds, a_nrm, share) + + opt_share = np.empty_like(self.aNrmNow) + + for ai in range(self.aNrmNow.size): + a_nrm = self.aNrmNow[ai] + if a_nrm == 0: + opt_share[ai] = 1.0 + else: + try: + sol = root_scalar( + obj, bracket=[self.ShareLimit, 1.0], args=(a_nrm,) + ) + + if sol.converged: + opt_share[ai] = sol.root + else: + opt_share[ai] = 1.0 + + except ValueError: + opt_share[ai] = 1.0 - self.opt_share = self.optimize_share(EndOfPrddvds) + self.opt_share = opt_share def endOfPrddvda(risky_shk, a_nrm, share): r_diff = risky_shk - self.Rfree From ffe00a9381f5575d47984b9c8f657322df52376f Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Wed, 23 Feb 2022 17:35:59 -0500 Subject: [PATCH 35/52] Changes with CDC renaming various variables --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 107 ++++++++++-------- .../example_ConsRiskyAssetModel.ipynb | 46 ++++---- 2 files changed, 88 insertions(+), 65 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index cd7205f30..6f0323972 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -32,8 +32,8 @@ ConstantFunction, ) - -class RiskyAssetConsumerType(IndShockConsumerType): +# RiskyAssetIndShockConsumerType +class RiskyAssetIndShockConsumerType(IndShockConsumerType): """ A consumer type that has access to a risky asset for his savings. The risky asset has lognormal returns that are possibly correlated with his @@ -45,6 +45,8 @@ class RiskyAssetConsumerType(IndShockConsumerType): """ shock_vars_ = IndShockConsumerType.shock_vars_ + ["Adjust", "Risky"] + + time_vary_ = IndShockConsumerType.time_vary_ + ["Rfree"] def __init__(self, verbose=False, quiet=False, **kwds): params = init_risky_asset.copy() @@ -60,9 +62,9 @@ def __init__(self, verbose=False, quiet=False, **kwds): # These method must be overwritten by classes that inherit from # RiskyAssetConsumerType if self.PortfolioBool: - solver = ConsBasicPortfolioSolver + solver = ConsPortfolioRiskyAssetIndShkSolver # optimize over shares else: - solver = ConsRiskySolver + solver = ConsRiskyAssetIndShkSolver # risky share of 1 self.solve_one_period = make_one_period_oo_solver(solver) @@ -313,18 +315,24 @@ def get_shocks(self): self.get_Adjust() -class RiskyReturnGivenFixedPortfolioShareType(RiskyAssetConsumerType): - time_vary_ = RiskyAssetConsumerType.time_vary_ + ["ShareFixed"] +# This is to preserve compatibility with old name +RiskyAssetConsumerType = RiskyAssetIndShockConsumerType + + +class RiskyReturnGivenFixedPortfolioShareConsumerType(RiskyAssetConsumerType): + time_vary_ = RiskyAssetConsumerType.time_vary_ + ["RiskyShareFixed"] def __init__(self, verbose=False, quiet=False, **kwds): - params = init_fixed_share.copy() + params = init_risky_share_fixed.copy() params.update(kwds) kwds = params # Initialize a basic consumer type RiskyAssetConsumerType.__init__(self, verbose=verbose, quiet=quiet, **kwds) - self.solve_one_period = make_one_period_oo_solver(FixedPortfolioShareSolver) + self.solve_one_period = make_one_period_oo_solver( + ConsFixedPortfolioRiskyAssetIndShkSolver + ) #################################################################################################### @@ -332,7 +340,7 @@ def __init__(self, verbose=False, quiet=False, **kwds): @dataclass -class ConsRiskySolver(ConsIndShockSolver): +class ConsRiskyAssetIndShkSolver(ConsIndShockSolver): """ Solver for an agent that can save in an asset that has a risky return. """ @@ -396,18 +404,23 @@ def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): super().set_and_update_values(solution_next, IncShkDstn, LivPrb, DiscFac) - # overwrite PatFac + # Absolute Patience Factor for the model with risk free return is defined at + # https://econ-ark.github.io/BufferStockTheory/BufferStockTheory3.html#APFacDefn + + # overwrite APFac + # The corresponding Absolute Patience Factor when the return factor is risky is defined + # implicitly in #TODO add link - def pat_fac_func(shock): + def APFac_func(shock): # link to notes return ((shock * self.DiscFacEff) ** (1.0 / self.CRRA)) / shock - self.PatFac = calc_expectation(self.RiskyDstn, pat_fac_func) + self.APFac = calc_expectation(self.RiskyDstn, APFac_func) - self.MPCminNow = 1.0 / (1.0 + self.PatFac / solution_next.MPCmin) + self.MPCminNow = 1.0 / (1.0 + self.APFac / solution_next.MPCmin) # overwrite human wealth function - def h_nrm_func(shocks): + def h_nrm_func(shocks): # link to notes return ( self.PermGroFac / shocks[2] @@ -419,7 +432,7 @@ def h_nrm_func(shocks): self.MPCmaxNow = 1.0 / ( 1.0 + (self.WorstIncPrb ** (1.0 / self.CRRA)) - * self.PatFac + * self.APFac / solution_next.MPCmax ) @@ -705,7 +718,7 @@ def v_next(shocks, a_nrm): @dataclass -class ConsBasicPortfolioSolver(ConsRiskySolver): +class ConsPortfolioRiskyAssetIndShkSolver(ConsRiskyAssetIndShkSolver): ShareGrid: np.array ShareLimit: float @@ -752,7 +765,7 @@ def optimize_share(self, EndOfPrddvds): alpha = 1.0 - top_f / (top_f - bot_f) - opt_share = (1.0 - alpha) * bot_s + alpha * top_s + risky_share_optimal = (1.0 - alpha) * bot_s + alpha * top_s # If agent wants to put more than 100% into risky asset, he is constrained constrained_top = EndOfPrddvds[:, -1] > 0.0 @@ -761,14 +774,14 @@ def optimize_share(self, EndOfPrddvds): # For values of aNrm at which the agent wants to put # more than 100% into risky asset, constrain them - opt_share[constrained_top] = 1.0 - opt_share[constrained_bot] = 0.0 + risky_share_optimal[constrained_top] = 1.0 + risky_share_optimal[constrained_bot] = 0.0 if not self.zero_bound: # aNrm=0, so there's no way to "optimize" the portfolio - opt_share[0] = 1.0 + risky_share_optimal[0] = 1.0 - return opt_share + return risky_share_optimal def calc_preRiskyShkvPfunc(self, preIncShkvPfunc): """ @@ -791,19 +804,19 @@ def endOfPrddvds(risky_shk, a_nrm, share): ) EndOfPrddvds = EndOfPrddvds[:, :, 0] - self.opt_share = self.optimize_share(EndOfPrddvds) + self.risky_share_optimal = self.optimize_share(EndOfPrddvds) else: def obj(share, a_nrm): return calc_expectation(self.RiskyDstn, endOfPrddvds, a_nrm, share) - opt_share = np.empty_like(self.aNrmNow) + risky_share_optimal = np.empty_like(self.aNrmNow) for ai in range(self.aNrmNow.size): a_nrm = self.aNrmNow[ai] if a_nrm == 0: - opt_share[ai] = 1.0 + risky_share_optimal[ai] = 1.0 else: try: sol = root_scalar( @@ -811,14 +824,14 @@ def obj(share, a_nrm): ) if sol.converged: - opt_share[ai] = sol.root + risky_share_optimal[ai] = sol.root else: - opt_share[ai] = 1.0 + risky_share_optimal[ai] = 1.0 except ValueError: - opt_share[ai] = 1.0 + risky_share_optimal[ai] = 1.0 - self.opt_share = opt_share + self.risky_share_optimal = risky_share_optimal def endOfPrddvda(risky_shk, a_nrm, share): r_diff = risky_shk - self.Rfree @@ -827,7 +840,7 @@ def endOfPrddvda(risky_shk, a_nrm, share): return r_port * preIncShkvPfunc(b_nrm) EndOfPrddvda = self.DiscFacEff * calc_expectation( - self.RiskyDstn, endOfPrddvda, self.aNrmNow, self.opt_share + self.RiskyDstn, endOfPrddvda, self.aNrmNow, self.risky_share_optimal ) EndOfPrddvdaNvrs = self.uPinv(EndOfPrddvda) EndOfPrddvdaNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrddvdaNvrs) @@ -875,7 +888,7 @@ def endOfPrddvds(shocks, a_nrm, share): ) EndOfPrddvds = EndOfPrddvds[:, :, 0] - self.opt_share = self.optimize_share(EndOfPrddvds) + self.risky_share_optimal = self.optimize_share(EndOfPrddvds) def endOfPrddvda(shocks, a_nrm, share): r_diff = shocks[2] - self.Rfree @@ -887,7 +900,7 @@ def endOfPrddvda(shocks, a_nrm, share): return r_port * p_shk ** (1.0 - self.CRRA) * self.vPfuncNext(m_nrm) EndOfPrddvda = self.DiscFacEff * calc_expectation( - self.RiskyDstn, endOfPrddvda, self.aNrmNow, self.opt_share + self.RiskyDstn, endOfPrddvda, self.aNrmNow, self.risky_share_optimal ) EndOfPrddvda = EndOfPrddvda[:, :, 0] @@ -910,21 +923,21 @@ def add_ShareFunc(self, solution): # add zero back on agrid self.EndOfPrdShareFunc = LinearInterp( np.append(0.0, self.aNrmNow), - np.append(1.0, self.opt_share), + np.append(1.0, self.risky_share_optimal), intercept_limit=self.ShareLimit, slope_limit=0.0, ) else: self.EndOfPrdShareFunc = LinearInterp( self.aNrmNow, - self.opt_share, + self.risky_share_optimal, intercept_limit=self.ShareLimit, slope_limit=0.0, ) self.ShareFunc = LinearInterp( np.append(0.0, self.mNrmNow), - np.append(1.0, self.opt_share), + np.append(1.0, self.risky_share_optimal), intercept_limit=self.ShareLimit, slope_limit=0.0, ) @@ -943,7 +956,7 @@ def solve(self): @dataclass -class FixedPortfolioShareSolver(ConsIndShockSolver): +class ConsFixedPortfolioRiskyAssetIndShkSolver(ConsIndShockSolver): solution_next: ConsumerSolution IncShkDstn: DiscreteDistribution TranShkDstn: DiscreteDistribution @@ -954,7 +967,7 @@ class FixedPortfolioShareSolver(ConsIndShockSolver): DiscFac: float CRRA: float Rfree: float - ShareFixed: float + RiskyShareFixed: float PermGroFac: float BoroCnstArt: float aXtraGrid: np.array @@ -966,7 +979,7 @@ def __post_init__(self): self.def_utility_funcs() def r_port(self, shock): - return self.Rfree + (shock - self.Rfree) * self.ShareFixed + return self.Rfree + (shock - self.Rfree) * self.RiskyShareFixed def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): """ @@ -997,19 +1010,21 @@ def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): super().set_and_update_values(solution_next, IncShkDstn, LivPrb, DiscFac) - # overwrite PatFac + # overwrite APFac - def pat_fac_func(shock): + def APFac_func(shock): + # link to lecture notes #TODO r_port = self.r_port(shock) return ((r_port * self.DiscFacEff) ** (1.0 / self.CRRA)) / r_port - self.PatFac = calc_expectation(self.RiskyDstn, pat_fac_func) + self.APFac = calc_expectation(self.RiskyDstn, APFac_func) - self.MPCminNow = 1.0 / (1.0 + self.PatFac / solution_next.MPCmin) + self.MPCminNow = 1.0 / (1.0 + self.APFac / solution_next.MPCmin) # overwrite human wealth def h_nrm_func(shock): + # link to lecture notes #TODO r_port = self.r_port(shock) return self.PermGroFac / r_port * (self.Ex_IncNext + solution_next.hNrm) @@ -1018,7 +1033,7 @@ def h_nrm_func(shock): self.MPCmaxNow = 1.0 / ( 1.0 + (self.WorstIncPrb ** (1.0 / self.CRRA)) - * self.PatFac + * self.APFac / solution_next.MPCmax ) @@ -1045,7 +1060,7 @@ def def_BoroCnst(self, BoroCnstArt): # in worst case scenario, debt gets highest return possible self.RPortMax = ( - self.Rfree + (self.RiskyDstn.X.max() - self.Rfree) * self.ShareFixed + self.Rfree + (self.RiskyDstn.X.max() - self.Rfree) * self.RiskyShareFixed ) # Calculate the minimum allowable value of money resources in this period @@ -1114,7 +1129,7 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): """ def v_next(shocks, a_nrm): - r_port = self.Rfree + (shocks[2] - self.Rfree) * self.ShareFixed + r_port = self.Rfree + (shocks[2] - self.Rfree) * self.RiskyShareFixed m_nrm_next = r_port / (self.PermGroFac * shocks[0]) * a_nrm + shocks[1] return shocks[0] ** (1 - self.CRRA) * self.vFuncNext(m_nrm_next) @@ -1152,5 +1167,5 @@ def v_next(shocks, a_nrm): # Number of discrete points in the risky share approximation init_risky_asset["ShareCount"] = 25 -init_fixed_share = init_risky_asset.copy() -init_fixed_share["ShareFixed"] = [0.0] +init_risky_share_fixed = init_risky_asset.copy() +init_risky_share_fixed["RiskyShareFixed"] = [0.0] diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index e9ab572b1..254da6e9a 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -24,7 +24,7 @@ ")\n", "from HARK.ConsumptionSaving.ConsRiskyAssetModel import (\n", " RiskyAssetConsumerType,\n", - " RiskyReturnGivenFixedPortfolioShareType,\n", + " RiskyReturnGivenFixedPortfolioShareConsumerType,\n", ")\n", "from HARK.utilities import plot_funcs_der, plot_funcs\n" ] @@ -90,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 1.1717 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 1.1531 seconds.\n" ] } ], @@ -196,7 +196,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.5723 seconds.\n" + "Solving a consumer with risky returns took 0.5813 seconds.\n" ] } ], @@ -353,7 +353,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 0.8713 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 0.8752 seconds.\n" ] } ], @@ -513,7 +513,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 3.8146 seconds.\n" + "Solving a consumer with portfolio choice took 3.8229 seconds.\n" ] } ], @@ -610,7 +610,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -694,7 +694,7 @@ "metadata": {}, "outputs": [], "source": [ - "FixedShareExample = RiskyReturnGivenFixedPortfolioShareType(**init_portfolio)\n", + "FixedShareExample = RiskyReturnGivenFixedPortfolioShareConsumerType(**init_portfolio)\n", "FixedShareExample.cycles = 0\n" ] }, @@ -705,10 +705,18 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Solving a consumer with fixed portfolio share took 4.8874 seconds.\n" + "ename": "KeyError", + "evalue": "'share_fixed'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "Input \u001b[1;32mIn [20]\u001b[0m, in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m start_time \u001b[39m=\u001b[39m time()\n\u001b[1;32m----> 2\u001b[0m FixedShareExample\u001b[39m.\u001b[39;49msolve()\n\u001b[0;32m 3\u001b[0m end_time \u001b[39m=\u001b[39m time()\n\u001b[0;32m 4\u001b[0m \u001b[39mprint\u001b[39m(\n\u001b[0;32m 5\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mSolving a consumer with fixed portfolio share took \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 6\u001b[0m \u001b[39m+\u001b[39m mystr(end_time \u001b[39m-\u001b[39m start_time)\n\u001b[0;32m 7\u001b[0m \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m seconds.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 8\u001b[0m )\n", + "File \u001b[1;32mc:\\users\\alujan\\github\\alanlujan91\\hark\\HARK\\core.py:410\u001b[0m, in \u001b[0;36mAgentType.solve\u001b[1;34m(self, verbose)\u001b[0m\n\u001b[0;32m 406\u001b[0m \u001b[39mwith\u001b[39;00m np\u001b[39m.\u001b[39merrstate(\n\u001b[0;32m 407\u001b[0m divide\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m, over\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m, under\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m, invalid\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 408\u001b[0m ):\n\u001b[0;32m 409\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpre_solve() \u001b[39m# Do pre-solution stuff\u001b[39;00m\n\u001b[1;32m--> 410\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msolution \u001b[39m=\u001b[39m solve_agent(\n\u001b[0;32m 411\u001b[0m \u001b[39mself\u001b[39;49m, verbose\n\u001b[0;32m 412\u001b[0m ) \u001b[39m# Solve the model by backward induction\u001b[39;00m\n\u001b[0;32m 413\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpost_solve()\n", + "File \u001b[1;32mc:\\users\\alujan\\github\\alanlujan91\\hark\\HARK\\core.py:1026\u001b[0m, in \u001b[0;36msolve_agent\u001b[1;34m(agent, verbose)\u001b[0m\n\u001b[0;32m 1023\u001b[0m t_last \u001b[39m=\u001b[39m time()\n\u001b[0;32m 1024\u001b[0m \u001b[39mwhile\u001b[39;00m go:\n\u001b[0;32m 1025\u001b[0m \u001b[39m# Solve a cycle of the model, recording it if horizon is finite\u001b[39;00m\n\u001b[1;32m-> 1026\u001b[0m solution_cycle \u001b[39m=\u001b[39m solve_one_cycle(agent, solution_last)\n\u001b[0;32m 1027\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m infinite_horizon:\n\u001b[0;32m 1028\u001b[0m solution \u001b[39m=\u001b[39m solution_cycle \u001b[39m+\u001b[39m solution\n", + "File \u001b[1;32mc:\\users\\alujan\\github\\alanlujan91\\hark\\HARK\\core.py:1147\u001b[0m, in \u001b[0;36msolve_one_cycle\u001b[1;34m(agent, solution_last)\u001b[0m\n\u001b[0;32m 1144\u001b[0m solve_dict[\u001b[39m\"\u001b[39m\u001b[39msolution_next\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m solution_next\n\u001b[0;32m 1146\u001b[0m \u001b[39m# Make a temporary dictionary for this period\u001b[39;00m\n\u001b[1;32m-> 1147\u001b[0m temp_dict \u001b[39m=\u001b[39m {name: solve_dict[name] \u001b[39mfor\u001b[39;00m name \u001b[39min\u001b[39;00m these_args}\n\u001b[0;32m 1149\u001b[0m \u001b[39m# Solve one period, add it to the solution, and move to the next period\u001b[39;00m\n\u001b[0;32m 1150\u001b[0m solution_t \u001b[39m=\u001b[39m solve_one_period(\u001b[39m*\u001b[39m\u001b[39m*\u001b[39mtemp_dict)\n", + "File \u001b[1;32mc:\\users\\alujan\\github\\alanlujan91\\hark\\HARK\\core.py:1147\u001b[0m, in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 1144\u001b[0m solve_dict[\u001b[39m\"\u001b[39m\u001b[39msolution_next\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m solution_next\n\u001b[0;32m 1146\u001b[0m \u001b[39m# Make a temporary dictionary for this period\u001b[39;00m\n\u001b[1;32m-> 1147\u001b[0m temp_dict \u001b[39m=\u001b[39m {name: solve_dict[name] \u001b[39mfor\u001b[39;00m name \u001b[39min\u001b[39;00m these_args}\n\u001b[0;32m 1149\u001b[0m \u001b[39m# Solve one period, add it to the solution, and move to the next period\u001b[39;00m\n\u001b[0;32m 1150\u001b[0m solution_t \u001b[39m=\u001b[39m solve_one_period(\u001b[39m*\u001b[39m\u001b[39m*\u001b[39mtemp_dict)\n", + "\u001b[1;31mKeyError\u001b[0m: 'share_fixed'" ] } ], @@ -726,7 +734,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "79b9e1ee", "metadata": { "collapsed": false, @@ -799,7 +807,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "aebd5429", "metadata": {}, "outputs": [ @@ -850,19 +858,19 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "e6d724f5", "metadata": {}, "outputs": [], "source": [ "init_portfolio[\"ShareFixed\"] = [1.0]\n", - "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareType(**init_portfolio)\n", + "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareConsumerType(**init_portfolio)\n", "RiskyFixedExample.cycles = 0\n" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "bd5c721a", "metadata": {}, "outputs": [ @@ -888,7 +896,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "d8db09af", "metadata": { "collapsed": false, @@ -961,7 +969,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "fd400df3", "metadata": {}, "outputs": [ From c04144de39515c7e3166c3c9de44bb9aa4ca3fad Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Wed, 23 Feb 2022 21:57:45 -0500 Subject: [PATCH 36/52] Rfree not time varying yet --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 19 ++- .../example_ConsRiskyAssetModel.ipynb | 150 +++++++----------- 2 files changed, 62 insertions(+), 107 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 6f0323972..afb84c0f8 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -45,8 +45,6 @@ class RiskyAssetIndShockConsumerType(IndShockConsumerType): """ shock_vars_ = IndShockConsumerType.shock_vars_ + ["Adjust", "Risky"] - - time_vary_ = IndShockConsumerType.time_vary_ + ["Rfree"] def __init__(self, verbose=False, quiet=False, **kwds): params = init_risky_asset.copy() @@ -120,7 +118,7 @@ def update_RiskyDstn(self): self.RiskyDstn = IndexDistribution( Lognormal.from_mean_std, {"mean": self.RiskyAvg, "std": self.RiskyStd}, - seed=self.RNG.randint(0, 2**31 - 1), + seed=self.RNG.randint(0, 2 ** 31 - 1), ).approx(self.RiskyCount) self.add_to_time_vary("RiskyDstn") @@ -258,7 +256,7 @@ def get_Risky(self): RiskyStd = self.RiskyStd self.shocks["Risky"] = Lognormal.from_mean_std( - RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2**31 - 1) + RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(1) def get_Adjust(self): @@ -276,7 +274,7 @@ def get_Adjust(self): None """ self.shocks["Adjust"] = IndexDistribution( - Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2**31 - 1) + Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(self.t_cycle) def initialize_sim(self): @@ -319,8 +317,8 @@ def get_shocks(self): RiskyAssetConsumerType = RiskyAssetIndShockConsumerType -class RiskyReturnGivenFixedPortfolioShareConsumerType(RiskyAssetConsumerType): - time_vary_ = RiskyAssetConsumerType.time_vary_ + ["RiskyShareFixed"] +class RiskyReturnGivenFixedPortfolioShareConsumerType(RiskyAssetIndShockConsumerType): + time_vary_ = RiskyAssetIndShockConsumerType.time_vary_ + ["RiskyShareFixed"] def __init__(self, verbose=False, quiet=False, **kwds): params = init_risky_share_fixed.copy() @@ -328,7 +326,9 @@ def __init__(self, verbose=False, quiet=False, **kwds): kwds = params # Initialize a basic consumer type - RiskyAssetConsumerType.__init__(self, verbose=verbose, quiet=quiet, **kwds) + RiskyAssetIndShockConsumerType.__init__( + self, verbose=verbose, quiet=quiet, **kwds + ) self.solve_one_period = make_one_period_oo_solver( ConsFixedPortfolioRiskyAssetIndShkSolver @@ -504,8 +504,7 @@ def prepare_to_calc_EndOfPrdvP(self): # if zero is BoroCnstNat, do not evaluate at 0.0 aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), - aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 254da6e9a..7b2075072 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -90,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 1.1531 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 1.2090 seconds.\n" ] } ], @@ -123,10 +123,8 @@ }, { "data": { - "image/png": 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", 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", 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\n" }, "metadata": { "needs_background": "light" @@ -196,7 +192,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.5813 seconds.\n" + "Solving a consumer with risky returns took 0.6000 seconds.\n" ] } ], @@ -229,10 +225,8 @@ }, { "data": { - "image/png": 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", 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\n" 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", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -353,7 +343,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 0.8752 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 0.9100 seconds.\n" ] } ], @@ -387,10 +377,8 @@ }, { "data": { - "image/png": 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", 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\n" 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", 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -513,7 +497,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 3.8229 seconds.\n" + "Solving a consumer with portfolio choice took 4.0840 seconds.\n" ] } ], @@ -545,10 +529,8 @@ }, { "data": { - "image/png": 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", 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", 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\n" 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", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -705,18 +681,10 @@ "metadata": {}, "outputs": [ { - "ename": "KeyError", - "evalue": "'share_fixed'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", - "Input \u001b[1;32mIn [20]\u001b[0m, in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m start_time \u001b[39m=\u001b[39m time()\n\u001b[1;32m----> 2\u001b[0m FixedShareExample\u001b[39m.\u001b[39;49msolve()\n\u001b[0;32m 3\u001b[0m end_time \u001b[39m=\u001b[39m time()\n\u001b[0;32m 4\u001b[0m \u001b[39mprint\u001b[39m(\n\u001b[0;32m 5\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mSolving a consumer with fixed portfolio share took \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 6\u001b[0m \u001b[39m+\u001b[39m mystr(end_time \u001b[39m-\u001b[39m start_time)\n\u001b[0;32m 7\u001b[0m \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m seconds.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 8\u001b[0m )\n", - "File \u001b[1;32mc:\\users\\alujan\\github\\alanlujan91\\hark\\HARK\\core.py:410\u001b[0m, in \u001b[0;36mAgentType.solve\u001b[1;34m(self, verbose)\u001b[0m\n\u001b[0;32m 406\u001b[0m \u001b[39mwith\u001b[39;00m np\u001b[39m.\u001b[39merrstate(\n\u001b[0;32m 407\u001b[0m divide\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m, over\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m, under\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m, invalid\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 408\u001b[0m ):\n\u001b[0;32m 409\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpre_solve() \u001b[39m# Do pre-solution stuff\u001b[39;00m\n\u001b[1;32m--> 410\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msolution \u001b[39m=\u001b[39m solve_agent(\n\u001b[0;32m 411\u001b[0m \u001b[39mself\u001b[39;49m, verbose\n\u001b[0;32m 412\u001b[0m ) \u001b[39m# Solve the model by backward induction\u001b[39;00m\n\u001b[0;32m 413\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpost_solve()\n", - "File \u001b[1;32mc:\\users\\alujan\\github\\alanlujan91\\hark\\HARK\\core.py:1026\u001b[0m, in \u001b[0;36msolve_agent\u001b[1;34m(agent, verbose)\u001b[0m\n\u001b[0;32m 1023\u001b[0m t_last \u001b[39m=\u001b[39m time()\n\u001b[0;32m 1024\u001b[0m \u001b[39mwhile\u001b[39;00m go:\n\u001b[0;32m 1025\u001b[0m \u001b[39m# Solve a cycle of the model, recording it if horizon is finite\u001b[39;00m\n\u001b[1;32m-> 1026\u001b[0m solution_cycle \u001b[39m=\u001b[39m solve_one_cycle(agent, solution_last)\n\u001b[0;32m 1027\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m infinite_horizon:\n\u001b[0;32m 1028\u001b[0m solution \u001b[39m=\u001b[39m solution_cycle \u001b[39m+\u001b[39m solution\n", - "File \u001b[1;32mc:\\users\\alujan\\github\\alanlujan91\\hark\\HARK\\core.py:1147\u001b[0m, in \u001b[0;36msolve_one_cycle\u001b[1;34m(agent, solution_last)\u001b[0m\n\u001b[0;32m 1144\u001b[0m solve_dict[\u001b[39m\"\u001b[39m\u001b[39msolution_next\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m solution_next\n\u001b[0;32m 1146\u001b[0m \u001b[39m# Make a temporary dictionary for this period\u001b[39;00m\n\u001b[1;32m-> 1147\u001b[0m temp_dict \u001b[39m=\u001b[39m {name: solve_dict[name] \u001b[39mfor\u001b[39;00m name \u001b[39min\u001b[39;00m these_args}\n\u001b[0;32m 1149\u001b[0m \u001b[39m# Solve one period, add it to the solution, and move to the next period\u001b[39;00m\n\u001b[0;32m 1150\u001b[0m solution_t \u001b[39m=\u001b[39m solve_one_period(\u001b[39m*\u001b[39m\u001b[39m*\u001b[39mtemp_dict)\n", - "File \u001b[1;32mc:\\users\\alujan\\github\\alanlujan91\\hark\\HARK\\core.py:1147\u001b[0m, in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 1144\u001b[0m solve_dict[\u001b[39m\"\u001b[39m\u001b[39msolution_next\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m solution_next\n\u001b[0;32m 1146\u001b[0m \u001b[39m# Make a temporary dictionary for this period\u001b[39;00m\n\u001b[1;32m-> 1147\u001b[0m temp_dict \u001b[39m=\u001b[39m {name: solve_dict[name] \u001b[39mfor\u001b[39;00m name \u001b[39min\u001b[39;00m these_args}\n\u001b[0;32m 1149\u001b[0m \u001b[39m# Solve one period, add it to the solution, and move to the next period\u001b[39;00m\n\u001b[0;32m 1150\u001b[0m solution_t \u001b[39m=\u001b[39m solve_one_period(\u001b[39m*\u001b[39m\u001b[39m*\u001b[39mtemp_dict)\n", - "\u001b[1;31mKeyError\u001b[0m: 'share_fixed'" + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with fixed portfolio share took 4.9770 seconds.\n" ] } ], @@ -734,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "79b9e1ee", "metadata": { "collapsed": false, @@ -755,10 +723,8 @@ }, { "data": { - "image/png": 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", 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", 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\n" }, "metadata": { "needs_background": "light" @@ -807,7 +771,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "aebd5429", "metadata": {}, "outputs": [ @@ -820,10 +784,8 @@ }, { "data": { - "image/png": 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", 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\n" }, "metadata": { "needs_background": "light" @@ -858,7 +820,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "e6d724f5", "metadata": {}, "outputs": [], @@ -870,7 +832,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "bd5c721a", "metadata": {}, "outputs": [ @@ -878,7 +840,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with share fixed at 1.0 took 1.1092 seconds.\n" + "Solving a consumer with share fixed at 1.0 took 4.8560 seconds.\n" ] } ], @@ -896,7 +858,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "d8db09af", "metadata": { "collapsed": false, @@ -917,10 +879,8 @@ }, { "data": { - "image/png": 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", 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", 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\n" }, "metadata": { "needs_background": "light" @@ -969,7 +927,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "fd400df3", "metadata": {}, "outputs": [ @@ -982,10 +940,8 @@ }, { "data": { - "image/png": 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", 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vte6LdzpLGA4b7cyXM3WVc9N2ZLzvjyvSD4W/DAlN7V1sOlLBCwfLePOkc+N2dtoYvr0ul7UzU3y/mHl3F5TuvTQ6p+aYsz1uirOE4dSVzrBMPVkrLlH4y6DV1e1hZ2Etz79bxtaCSto6PaSNc27cvn92KhnxPp418+I0yCc2O9Mgt9VBWARMuhXmPOgEftxk3x5T5Bop/GVQsdZypKyePx4o4+XD5dQ2dRA7IpJ750zgA3NSmZM21rc3bs+dhOObnK+LY++j42HaGifsM5dokRMJSgp/GRRKzre8149/sqaZqPAwlk5L5P1zUlmSnei7KRYuducc3+S08GtPONsTc2HRF2Dqaki9CcL8PKWDyHVS+EvIqm/tZOORCp5/t4y9p88Dzvq2n1iUyZobxhMb7aP+9LYGOPmaE/iFW52pFMIinflybv6kc8N27CTfHEskQBT+ElK6PZZdRbU8904pW/Irae/ykBk/ki+tmMo9s1OZOM5H4+HrzsLxzXBiE5zeCZ5OGDHWmSQte7UzlYK6cySEKfwlJBRVN/HcgVKeP1BGZUMbsSMi+eDcidx70wRmTfDBA1geD5S/64T98U1Qledsj8uC+Y9A9l3O+rXh+isjg4OuZAla9S2dvHS4nD+8U8rBkjrCvTNnPvG+HJZNT2RYxHWOx+9ocR62OrHJGY7ZVOUsUp62AO78J6f/Pn6KT34XkWCj8Jeg0u2x7Cys4Q/vlLK1oIqOLg9Tk0bx9bums252Cokxw6/vAA0V3rH3m53g72pzHraasswJ+6wVWqRchgSFvwSFwqpG/uDt1qlubGdMdCQP3DyR+26aeH1LHloLlUecsD++0enaARiT5ix0MnWVMw4/wo/TMYsEIYW/uKa+pZMN3m6dQ95unSXZCdx30wSWTLuObp2udmcKheObnJu2DaVcmjvnm07/feJ0zZ0jQ5rCXwKq22PZccLp1tlWUEVHt4dpyTF8Y8101t2YSkLMNS412HrBWdHq2MvOU7YdTd51a5fA4sedB65GJfr2lxEJYVcMf2PM08BaoNpaO6OP9xcDLwLelSb4o7X22z6sUQaBs+da+N3+Ev7wTimVDW2MGxnFh+ence+cCeSmXGO3Tl2J05Vz7GU48yZ4umBUEtxwH2SvgYzbINKPi62IhLCBtPx/CfwIeOYy++y01q71SUUyaLR1drM5r5L1+0rYc+ocYQbumJrAP9ydw9JpSVf/1O3F/vvjG+HYK1B52Nkenw0LPwvT1kLKHD1dKzIAVwx/a+0OY0x6AGqRQSKvrJ71+0p48WAZDW1dpI2L5st3TuXemyYwPvYqW+LdXXD2TSfsj22E+rOAgYnzYMW3nRa+hmOKXDVf9fkvMMYcAsqBL1tr8/vayRjzMPAwQFpamo8OLcGgvqWTFw6WsX5fCQUVDQyLCGP1jGQ+ePNE5mfEEXY1i6K0N8HJ7U7gn9jizI4ZPgwmL4E7vuKM0FH/vch18UX4HwAmWWubjDF3AS8AWX3taK19CngKYO7cudYHxxYXeTyWPafOsX5fCZvzK+no8pCbMprvrMvl7lmpVze3TmOV87DVsY3O+Pvudmc6hezVzuicyUthmB/XzhUZYq47/K21DT1ebzTG/JcxJt5aW3u9ny3BqaK+ld/vL+X375RQcr6V0cMjuP/miXxw7kRmpMYO/INqTsBxb3dO6T7AOuPvb/6EE/hpCzSdgoifXPffLGNMMlBlrbXGmHlAGHDuuiuToNLtsfzpeDX/+/ZZXj9ejcfCwslxfPnObFbmJg9s6UOPB8r2O6Nzjm2Ec4XO9vGzYMnXnMBPytX4e5EAGMhQz2eBxUC8MaYU+BYQCWCtfRK4D/i0MaYLaAXut9aqS2eQqKhvZf2+EtbvK6Givo2EmGF8evFk/npuGmlxA5hBs6sdTr3hBP7xTdBc7axulb7IWc4wezWMmej/X0RE/sxARvs8cIX3f4QzFFQGiYut/Gf3nuW1Y9VY4LasBL71vhyWTU8iMvwKQynbm5xlDI++5Nyw7WiEqFHOvDnZa5w/R4wJxK8iIv1Qh6q8p6K+ld/tK2X9vrOU92jl339z2pXnyW8578yfc/QlZ+GTrjaIjoPce2D63ZB5B0Rc49O7IuJzCv8h7uJ0C795+yyvHavCY+G2rHjvtMlXaOU3VDjdOUdfguJdzvq1o1OdCdOmvw8mztcNW5Egpb+ZQ1R1Qxu/9fbll9W1Ej9qGI/c4bTyL9uXf/4UHPUGfuleZ1vcFLj18zDd+4StbtiKBD2F/xBireXt0+f59Z4zbMmvpMtjuS0rnm+smc7ynH5a+dZCdYET9kdfurTC1fhZsPQbMO19kJCtwBcJMQr/IaCpvYvnD5Ty67fOcKKqidgRkXz81nQ+fMsk0uNH/uUPeDxQ9g4c3eAE/oXTgIG0+bDyn505dLRguUhIU/gPYoVVjfz6rTP88UAZTe1d3JAay/fvm8n7ZqYwIqrXuPzuLjiz2wn7Yy9DY4UzJDPjDqdLZ9oaTakgMogo/AeZzm4P2wqqeGZPMW+dOk9UeBhrZ47nowsmcePEMX8+dXJ3l7PoScELTj9+Sy1EjICs5c4Inaw7NSRTZJBS+A8S1Q1t/O/eszy79yxVDe2kjhnB36+axgfnTiBuVI8hlt2dcHrHpcBvPQ+RIyF7FeSsgykrIGoAD2+JSEhT+Icway37ii/wqz3FbMlzbuDeMTWB794ziSXTEgm/OJNmd6fzlG3B885Mma0XnIeusldDzj3O4uVa9ERkSFH4h6D2rm5eOlTBL3afJr+8gdHDI3hoYTofmd/jBm5XB5x8A/JfcPrw2+pg2Ghv4K+Dycsgcribv4aIuEjhH0KqG9v4zVtn+c3bZ6ht6iArcRT//P4beP/sVOcGbleHM51C/gvObJlt9d7Av8t50nbyUj1lKyKAwj8k5JXV8/Tu07x8qIKObg9LpyXy8VvTWTQlHtPdCadehfznnZky2+thWKwzOif3HshcrMAXkb+g8A9SXd5RO7/YXcze4vNER4XzwLyJPLgwncy4Ec50Ci8954zFb70Aw2OdJ2xz7vEGfpTbv4KIBDGFf5BpaOtk/d4SfvlmMWV1rUwYO4JvrJnOB+dOYHTtIdj/HaeV31Tl3LSdtgZm3AuZSxT4IjJgCv8gUVHfytO7TvPs3hKa2ru4JWMcT6ydzvK4WsLzn4GfPgd1Z521bKfe6QR+1koNyxSRa6Lwd9nRigb+e8cpNhwqxwJrbhjPY7MMU2u2wp8+D7XHwYQ7i5cv/hpMu8vp4hERuQ4KfxdYa9lddI6f7jjJzsJaoqPC+dTc0Xxy7LuMLfw+/O5dwMCkhXDLp5x+/JFxbpctIoOIwj+AOrs9vHK4gqd2nKKgooHUUYYn55xlWfvrROZtB08XJM+EO78Lue+H2FS3SxaRQUrhHwCtHd08u/csP991mrK6FtaNPcsPs/aTWb0NU9AAMeNhwaMw835IynG7XBEZAhT+ftTY1sn/vHWWn+08RXRLCV8Yt5+1cW8workUKqOdydNm3Q8Zt0NY+JU/UETERxT+flDX0sHTu4v5393HWdDxFs/E7CZ32LvQbJy1bGd905kTf9got0sVkSFK4e9DNY3t/GzXKfbs2cU6z3b+FLWLUVGNMDwNFn4dbvwQxE5wu0wREYW/L1TWt/Hz1/JoPvA77jPb+T9hRdiISMy0NXDTg5CxGMIusxC6iEiAKfyvQ21TO89u2cHIQ7/gs+Z1Roe30DF2Ctz8T5hZD8DIeLdLFBHpk8L/GlxoamfLK+tJKPgVj/IONiyM9qy1sOgRotIWaDFzEQl6Cv+r0NDUyN7nf0x60a+535TSGDGG+hs/y9jbHyFaY/JFJIQo/Aego7med1/4TzILf8Fy6jg7fAoVC/+T8Qs/pAVRRCQkKfwvwzafo/ClfyP52DPcQhN5w2bTtOyrZNy8Wl07IhLSFP59aW+kfNO/MfbQT5lqW9kdMZ/hS7/MnAXLMQp9ERkEFP49dbXTtPu/sTv+lZTuOrab+XTe/lVWLF56aTF0EZFBQOHv1X1iG00vfJHYlrPs8eRQOPM/uO/udURH6RSJyOCjZKsrof6FrxBbvIlznmR+mvBP3PvXD7EgMcbtykRE/Gbohr+1dO59Grvl60R1d/NfER8iY93jfOXGNPXri8igd8XwN8Y8DawFqq21M/p43wA/AO4CWoCHrLUHfF2oTzWU07j+U8SU7WBn9wzeyP4mn/3AMmKjI92uTEQkIAYy4cwvgVWXeX81kOX9ehj4yfWX5T+2aDttP1xAeOnbfC/sb+n80HN84yOrFPwiMqRcseVvrd1hjEm/zC7rgGestRZ4yxgzxhgz3lpb4asifcLjoe217xG163sUeybwzMT/y1c+tIaxI6PcrkxEJOB80eefCpT0+L7Uu+0vwt8Y8zDOvw5IS0vzwaEHqLON5vWfZGTRS7zQvYgLS7/PdxfnqG9fRIYsX8wz3FeC2r52tNY+Za2da62dm5CQ4INDD0BrHY0/u5uRRS/x73yMpAd/xceX5Cr4RWRI80XLvxSY2OP7CUC5Dz73+rU3Uf+zdYyoPcJ3hn+JD3/yi2QmaPUsERFftPw3AB8zjvlAfVD093e2cv7n9zKy9jD/GvP3PPa5xxX8IiJeAxnq+SywGIg3xpQC3wIiAay1TwIbcYZ5FuEM9fy4v4odME83Nb/8MHFVb/OfMV/isc98UaN5RER6GMhonweu8L4FHvVZRT5Q/eI3SSzbzpMjP8UnH32c2BEKfhGRngbdwrLn336WxEM/5sXwFXzgU/+o4BcR6cOgCv+O6iJGbP47Dthspn/ipyTGjnC7JBGRoDR4wr+7k+pffYwOj6FhzZNMTYlzuyIRkaA1aMK/6LlvMaE5n62Tv8bieXPcLkdEJKgNivCvLz5EesGTbI9awroPBdW9ZxGRoBT6Uzp7PJxb/xm6bTQT7v8BURGD4v9nIiJ+FfJJWbTlx2S25rF36hfJzpzkdjkiIiEhpMO/q7GGpLf/hQNhM1j8V59zuxwRkZAR0uF/7I/fZaRtoXnZvzBca+2KiAxYyIZ/6/lyppz+Dbuil7Bo4W1ulyMiElJCNvxPPf9tImwXsau+qemZRUSuUkiGf3vzBTJKnmd39FJmzdKYfhGRqxWS4X90y8+Jpo2Y2z/jdikiIiEp9MLfWsbk/5rCsExm37LE7WpEREJSyIX/yXdfJ727mOqpH8KEhVz5IiJBIeTSs27HT2myI5ix6hNulyIiErJCKvxbG+vIufAaeeOWEztmnNvliIiErJAK/4LXn2WE6SBm3kfcLkVEJKSFVPhHFfyecpPI9Hkr3C5FRCSkhUz411aeJaf1AMUpawgLD3e7HBGRkBYy4V/02q8IN5aU2z7mdikiIiEvZMI/7tQLFIZPIX2anugVEbleIRH+JcffJauriNrMe9wuRURkUAiJ8K/c/T90W0PmEnX5iIj4QkiEf1LZFgqibiApRSt1iYj4QtCHf0Xhu6R1l1CfsdrtUkREBo2gD/+yN9fjsYaMRfe7XYqIyKAR9OEfV7KZo5HTSU3LdLsUEZFBI6jDv7o4n4yu05xPW+V2KSIig0pQh3/Jrt8CMPFWdfmIiPhSUIf/mDObOBo2lfTJ2W6XIiIyqARt+J8rLWRyZyE1E1e6XYqIyKATtOFfvOt3AKQs+KDLlYiIDD4DCn9jzCpjzHFjTJEx5vE+3l9sjKk3xhz0fj1xvYWFl+2ljEQmZ99wvR8lIiK9RFxpB2NMOPBjYAVQCuwzxmyw1hb02nWntXatrwpLbDpGeXQ2qcb46iNFRMRrIC3/eUCRtfaUtbYD+C2wzp9FNdfVkmIraUtQq19ExB8GEv6pQEmP70u923pbYIw5ZIzZZIzJ7euDjDEPG2P2G2P219TU9HvAkvw3ARiZfvMAyhMRkas1kPDvq9/F9vr+ADDJWjsL+CHwQl8fZK19ylo711o7NyEhod8DNp7eD8CEnPkDKE9ERK7WQMK/FJjY4/sJQHnPHay1DdbaJu/rjUCkMSb+WouKqDpEOYkkJKVc60eIiMhlDCT89wFZxpgMY0wUcD+woecOxphkY5w7s8aYed7PPXetRSU1HaU8etq1/riIiFzBFUf7WGu7jDGPAVuAcOBpa22+MeYR7/tPAvcBnzbGdAGtwP3W2t5dQwPSVFdDiq3idMJfXcuPi4jIAFwx/OG9rpyNvbY92eP1j4Af+aKgkrw3mQ5EZ9zki48TEZE+BN0Tvo2n9wEwIWeBy5WIiAxeQRf+kdWHKSOJhMTxbpciIjJoBV34JzUdo2KkZvEUEfGnoAr/xgtVpNgq2hNmul2KiMigFlThX5K3B4CRGXNdrkREZHALqvBv8j7ZO1E3e0VE/Cqowj+y+hBlJBGXkOx2KSIig1pQhX9y8zEqRurJXhERfwua8G+8UMV4W01HoqZxFhHxt6AJ/7N5zjTO0ZrGWUTE74Im/C/e7E3L1c1eERF/C5rwj6o+TJlJYlx8ktuliIgMekET/snNR6mInu52GSIiQ0JQhH/DuSrG2xo6EvVkr4hIIARF+F9cs3eUnuwVEQmIoAj/Ju80zrrZKyISGEER/lE1hyk1yYyJS3S7FBGRISEowj+5+RiVerJXRCRgXA//htpK783eWW6XIiIyZLge/md1s1dEJOBcD//mYufJ3km62SsiEjCuh/+w6kOUmPHEjktwuxQRkSHD9fBPbjlOlW72iogElKvhX1dTQbKtoVNP9oqIBJSr4V9S4NzsjcnUNM4iIoHkavg3X1yzN3ehm2WIiAw5rob/sJrDlJrxxI6Nc7MMEZEhx9XwH998nMpRmsZZRCTQXAv/7q5OktHNXhERN7gW/h2tTQDE6MleEZGAcy38PR0tAEycoZu9IiKB5lr4m84WSkwKsWN0s1dEJNBcC/9ITxvVo/Rkr4iIGwYU/saYVcaY48aYImPM4328b4wx/8/7/mFjzJwrfWYkXXQkaRpnERE3XDH8jTHhwI+B1UAO8IAxJqfXbquBLO/Xw8BPBnLw0Rl6sldExA0DafnPA4qstaestR3Ab4F1vfZZBzxjHW8BY4wx46/0wRNz5191wSIicv0GEv6pQEmP70u92652H4wxDxtj9htj9jcyitG62Ssi4oqBhL/pY5u9hn2w1j5lrZ1rrZ0bk5I1kPpERMQPBhL+pcDEHt9PAMqvYR8REQkSAwn/fUCWMSbDGBMF3A9s6LXPBuBj3lE/84F6a22Fj2sVEREfibjSDtbaLmPMY8AWIBx42lqbb4x5xPv+k8BG4C6gCGgBPu6/kkVE5HpdMfwBrLUbcQK+57Yne7y2wKO+LU1ERPzF9TV8RUQk8BT+IiJDkMJfRGQIUviLiAxBxrlX68KBjWkEjrty8KsTD9S6XcQAqE7fCoU6Q6FGUJ2+lm2tjbneDxnQaB8/OW6tDfplvIwx+1Wn76hO3wmFGkF1+poxZr8vPkfdPiIiQ5DCX0RkCHIz/J9y8dhXQ3X6lur0nVCoEVSnr/mkTtdu+IqIiHvU7SMiMgQp/EVEhiC/h78/Fn/3Q40TjTGvG2OOGmPyjTGf72OfxcaYemPMQe/XE4Gu01tHsTHmiLeGvxjyFSTnM7vHeTpojGkwxnyh1z6unE9jzNPGmGpjTF6PbeOMMduMMYXeP8f287OXvZb9XOO/GmOOef+bPm+MGdPPz172+ghAnf9gjCnr8d/1rn5+NiDn8jJ1ru9RY7Ex5mA/PxvI89lnDvnt+rTW+u0LZwrok0AmEAUcAnJ67XMXsAlnNbD5wNv+rKmfOscDc7yvY4ATfdS5GHg50LX1UWsxEH+Z910/n31cA5XApGA4n8DtwBwgr8e27wOPe18/Dnyvn9/jsteyn2u8E4jwvv5eXzUO5PoIQJ3/AHx5ANdEQM5lf3X2ev/fgSeC4Hz2mUP+uj793fL32+LvvmStrbDWHvC+bgSO0scaxCHC9fPZyzLgpLX2jIs1vMdauwM432vzOuBX3te/Au7p40cHci37rUZr7VZrbZf327dwVstzVT/nciACdi7h8nUaYwzwQeBZfx1/oC6TQ365Pv0d/j5b/D1QjDHpwGzg7T7eXmCMOWSM2WSMyQ1sZe+xwFZjzDvGmIf7eD+ozifOym/9/cUKhvMJkGS9K895/0zsY59gOq9/g/Ovu75c6foIhMe83VNP99NFEUzn8jagylpb2M/7rpzPXjnkl+vT3+Hvs8XfA8EYMwp4DviCtbah19sHcLouZgE/BF4IcHkX3WqtnQOsBh41xtze6/1gOp9RwN3A7/t4O1jO50AFxXk1xnwd6AJ+088uV7o+/O0nwGTgRqACp0ult6A4l14PcPlWf8DP5xVyqN8f62PbZc+pv8M/ZBZ/N8ZE4pzw31hr/9j7fWttg7W2yft6IxBpjIkPcJlYa8u9f1YDz+P8c6+noDifXquBA9baqt5vBMv59Kq62DXm/bO6j31cP6/GmAeBtcCHrbejt7cBXB9+Za2tstZ2W2s9wH/3c3zXzyWAMSYC+ACwvr99An0++8khv1yf/g7/kFj83dvv93PgqLX2P/rZJ9m7H8aYeTjn7lzgqgRjzEhjTMzF1zg3AfN67eb6+eyh31ZVMJzPHjYAD3pfPwi82Mc+A7mW/cYYswr4e+Bua21LP/sM5Prwq173l97fz/FdPZc9LAeOWWtL+3oz0OfzMjnkn+szAHew78K5a30S+Lp32yPAI97XBvix9/0jwFx/19RHjYtw/ol0GDjo/bqrV52PAfk4d9HfAha6UGem9/iHvLUE5fn01hGNE+axPba5fj5x/mdUAXTitJY+AcQB24FC75/jvPumABsvdy0HsMYinD7di9fnk71r7O/6CHCdv/Zed4dxwme8m+eyvzq923958Xrssa+b57O/HPLL9anpHUREhiA94SsiMgQp/EVEhiCFv4jIEKTwFxEZghT+IiJDkMJfRGQIUviLiAxB/x+SyV8O2EEL3QAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" @@ -1008,7 +964,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "cdaa4b5b", "metadata": {}, "outputs": [], @@ -1045,4 +1001,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file From 7db9a0470f9e8ab05e85dbc3237e76d8a6fe4cbf Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Thu, 24 Feb 2022 19:08:28 -0500 Subject: [PATCH 37/52] ShareGrid from 0.0 --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 11 +- .../example_ConsRiskyAssetModel.ipynb | 124 +++++++++++------- 2 files changed, 86 insertions(+), 49 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index afb84c0f8..d9ba6ce9b 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -118,7 +118,7 @@ def update_RiskyDstn(self): self.RiskyDstn = IndexDistribution( Lognormal.from_mean_std, {"mean": self.RiskyAvg, "std": self.RiskyStd}, - seed=self.RNG.randint(0, 2 ** 31 - 1), + seed=self.RNG.randint(0, 2**31 - 1), ).approx(self.RiskyCount) self.add_to_time_vary("RiskyDstn") @@ -231,7 +231,7 @@ def update_ShareGrid(self): ------- None """ - self.ShareGrid = np.linspace(self.ShareLimit, 1.0, self.ShareCount) + self.ShareGrid = np.linspace(0.0, 1.0, self.ShareCount) self.add_to_time_inv("ShareGrid") def get_Risky(self): @@ -256,7 +256,7 @@ def get_Risky(self): RiskyStd = self.RiskyStd self.shocks["Risky"] = Lognormal.from_mean_std( - RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2 ** 31 - 1) + RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2**31 - 1) ).draw(1) def get_Adjust(self): @@ -274,7 +274,7 @@ def get_Adjust(self): None """ self.shocks["Adjust"] = IndexDistribution( - Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2 ** 31 - 1) + Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2**31 - 1) ).draw(self.t_cycle) def initialize_sim(self): @@ -504,7 +504,8 @@ def prepare_to_calc_EndOfPrdvP(self): # if zero is BoroCnstNat, do not evaluate at 0.0 aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), + aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 7b2075072..ae49a7232 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -90,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 1.2090 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 1.1580 seconds.\n" ] } ], @@ -123,8 +123,10 @@ }, { "data": { - "text/plain": "
", - "image/png": 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\n" 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", 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -192,7 +196,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.6000 seconds.\n" + "Solving a consumer with risky returns took 0.5740 seconds.\n" ] } ], @@ -225,8 +229,10 @@ }, { "data": { - "text/plain": "
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\n" 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eTN64c7yxlftWv8nhuha+d38JH582JuhIIhIHwplz72tuwM95fBOwHcgF5gDfMbMP7OHm7qvcvcTdS3Jyci4wavypPNnCnd97g6r60/zgSwtV7CISMeGUeyVQ0OtxPj1n6L09CDzvPQ4A5cCUyESMT+U1zdy58g1ONrfz7PJFLJ4wMuhIIhJHwin3zcAkMxtvZmnA3fRMwfR2GLgRwMzGAJOBskgGjScVdS3c8+Qm2jq7WbviKuYWZgcdSUTiTL9z7u7eaWaPAi8DycAady81s4dDx1cC3wSeNrNd9EzjfM3dawYwd8w61tDKPas30dLexdoVi5k67gOzVyIilyysi5jcfR2w7pyfrez1fRXwichGiz81TW3cs3oTJ5s7+NHyRSp2ERkw2rLnMmlu6+TB72/maH0r339wAbMLsoKOJCJxTOV+GXR2dfNHP3mb0qoGnrh3LguKRwQdSUTinO4tM8Dcnb9+sZRX91Xzvz41g49O0XJHERl4OnMfYN/7fRnPbjrMw9dN5L7FRUHHEZEEoXIfQC/sqOLvfrWP22fn8uc3TQ46jogkEJX7AHmrvI4/e24HC4tH8A+fn0WSbgImIpeRyn0AlJ1o4svPbCF/xGBWfWG+dk8SkctO5R5hp1o7WPHDrSQnGT94cCFZQ9KCjiQiCUirZSKou9v5459up7ymmWcfWkTBiCFBRxKRBKUz9wj6p1ff5T/3VvOXt07lqom6EZiIBEflHiG/3n2Uf3n1XT4/P58vXl0cdBwRSXAq9wjYf+wUf/LcDuYUZPHNT82gZ0MqEZHgqNwv0anWDh5+ditDB6Xwvfvnk56qlTEiEjyV+yVwd77+/C4O1TbznWVzGZORHnQkERFA5X5JfrjpEC/tPMqf3TSZRdpJSUSiiMr9Iu2oqOebL+3hhsk5PPyRiUHHERH5L1TuF6GhpYNHfryN0cPT+fadc3RrARGJOrqI6QK5O3/6s+0cb2zluf92FdlDdQWqiEQfnblfoCfXl/Gfe6v5+tKp2thaRKKWyv0CbD5Yx7d+vZ+lM8by4JLioOOIiHwolXuYapvaePTH28jPHsy3PjdLFyqJSFQLq9zN7GYz229mB8zssQ8Zc72ZbTezUjP7XWRjBqur2/nqT7dzsqWDJ+6ZR0Z6atCRRETOq98PVM0sGXgC+DhQCWw2sxfcfU+vMVnAd4Gb3f2wmY0eoLyBWPm791j/bg1/++mZzMjLDDqOiEi/wjlzXwgccPcyd28H1gJ3nDPmHuB5dz8M4O7VkY0ZnB0V9fzjK+9w68xxLFtYEHQcEZGwhFPueUBFr8eVoZ/1diWQbWa/NbOtZvaFvp7IzFaY2RYz23LixImLS3wZNbd18pW1bzN6+CD+9tMzNc8uIjEjnHLvq9H8nMcpwHzgVuAm4C/N7MoP/Cb3Ve5e4u4lOTk5Fxz2cvvGi6Ucqmvh23fNIXOI5tlFJHaEcxFTJdB7PiIfqOpjTI27NwPNZvZ7YDbwTkRSBmDdrqM8t6WSR26YyGLdN0ZEYkw4Z+6bgUlmNt7M0oC7gRfOGfNL4FozSzGzIcAiYG9ko14+VfWneeznO5ldkMVXP/aB/wEREYl6/Z65u3unmT0KvAwkA2vcvdTMHg4dX+nue83s18BOoBtY7e67BzL4QOkK7YPa2e38811zSE3WpQAiEnvCureMu68D1p3zs5XnPP574O8jFy0YK3/3Hm+W1/F/PjeL4lFDg44jInJRdFraS+9lj5+fnx90HBGRi6ZyD2lu6+SrP92uZY8iEhd0y9+Qb7xYysHaZn7y5cVa9igiMU9n7pxd9vjfr9eyRxGJDwlf7o2tHXz9+V1a9igicSXhy/2nb1XQcLqDb94xXcseRSRuJHSbdXR18/3Xy1k0fgSz8rOCjiMiEjEJXe7rdh2lqqGVL187IegoIiIRlbDl7u6sXl/OhJyhfHRKXN1+XkQkccv9zfI6dh1p4KFrxpOUpDXtIhJfErbcV68vJ3tIKp+ZqytRRST+JGS5l51o4tV9x7l/cRGD05KDjiMiEnEJWe5PbSgnNTmJ+68qDjqKiMiASLhyr2tu59+3VvLpOXnkDB8UdBwRkQGRcOX+7KZDtHV2s/za8UFHEREZMAlV7q0dXTzzxkGun5zDpDHDg44jIjJgEqrcX9heRU1TO8uv0UVLIhLfEqbc3Z3VG8qYMnY4S67QnR9FJL4lTLn/7p0TvHO8iS9fO0EbcYhI3EuYcl+9vpwxGYO4fXZu0FFERAZcQpT7nqpGNhyo4YtXF5OWkhD/ySKS4MJqOjO72cz2m9kBM3vsPOMWmFmXmX0uchEv3eoNZQxJS+behUVBRxERuSz6LXczSwaeAJYC04BlZjbtQ8Z9C3g50iEvxfHGVl7cUcWdJQXaG1VEEkY4Z+4LgQPuXubu7cBa4I4+xv0h8HOgOoL5LtkPNh6ks9t5cElx0FFERC6bcMo9D6jo9bgy9LMzzCwP+DSw8nxPZGYrzGyLmW05ceLEhWa9YC3tnfzozcPcNG0sRSOHDvjriYhEi3DKva91g37O438CvubuXed7Indf5e4l7l6Sk5MTZsSL97MtlTSc7uDLH9GtBkQksaSEMaYSKOj1OB+oOmdMCbA2tH58FHCLmXW6+y8iEfJidHU7T20oZ25hFvOLRgQVQ0QkEOGU+2ZgkpmNB44AdwP39B7g7mdOjc3saeClIIsd4JU9xzhc18JjS6cEGUNEJBD9lru7d5rZo/SsgkkG1rh7qZk9HDp+3nn2oKxeX07BiMHcNH1s0FFERC67cM7ccfd1wLpzftZnqbv7A5ce69K8ffgkWw6d5PHbppGs/VFFJAHF5eWaq9eXMzw9hTsXFPQ/WEQkDsVduVfUtfCr3Ue5Z1EhwwaF9T8mIiJxJ+7Kfc3r5SSZ8cDVxUFHEREJTFyVe8PpDp7bXMHts3MZlzk46DgiIoGJq3Jf+9Zhmtu7eOgaXbQkIoktbsq9o6ubpzce5KoJI5mRlxl0HBGRQMVNuf/HzqMcbWjVrQZERIiTcnd3nlxfxsScoVx/5eig44iIBC4uyv2NslpKqxpZfu0EknTRkohIfJT7U+vLGTk0jU/Pzet/sIhIAoj5cj9Q3cSr+6q5/6oi0lOTg44jIhIVYr7cn9pQTlpKEvct1v6oIiLvi+lyr21q4/ltlXx2Xh6jhg0KOo6ISNSI6XL/4aZDtHV289A1E4KOIiISVWK23Fs7uvjhG4f46JTRXDF6WNBxRESiSsyW+y/ePkJtczvLr9VFSyIi54rJcu/udlZvKGd6bgZXTRgZdBwRkagTk+X+u3dOcKC6ieXXjie0KbeIiPQSk+X+5Poyxmakc9us3KCjiIhEpZgr99KqBja+V8sDS4pJTY65+CIil0XMtePq9eUMTUtm2cLCoKOIiEStsMrdzG42s/1mdsDMHuvj+L1mtjP0tdHMZkc+KhxraOXFHVXcuaCAzMGpA/ESIiJxod9yN7Nk4AlgKTANWGZm084ZVg5c5+6zgG8CqyIdFODpjQfpdudLS7T8UUTkfMI5c18IHHD3MndvB9YCd/Qe4O4b3f1k6OEmID+yMaG5rZMfv3mIm2eMpWDEkEg/vYhIXAmn3POAil6PK0M/+zAPAb/q64CZrTCzLWa25cSJE+GnBJ7bUkFjayfLr9WtBkRE+hNOufe1kNz7HGh2Az3l/rW+jrv7KncvcfeSnJycsEN2dTtrXi9nflE28wqzw/59IiKJKpxyrwQKej3OB6rOHWRms4DVwB3uXhuZeD1eLj1GRd1pvqxbDYiIhCWcct8MTDKz8WaWBtwNvNB7gJkVAs8D97v7O5EOuXp9GUUjh/DxaWMj/dQiInEppb8B7t5pZo8CLwPJwBp3LzWzh0PHVwKPAyOB74ZuB9Dp7iWRCLj10Em2Ha7nG5+cTrL2RxURCUu/5Q7g7uuAdef8bGWv75cDyyMbrcfq9WVkpKfwufkRX4AjIhK3ovoK1cO1Lbxceox7FxcxdFBY/w6JiAhRXu5rXi8nOcl44OrioKOIiMSUqC33hpYOnttSwe2zcxmTkR50HBGRmBK15f7jtw7T0t7Fcu2PKiJywaKy3Ns7u3l6YznXXDGKabkZQccREYk5UVnuL+2s4nhjm/ZHFRG5SFFX7u7Ok+vLmTR6GNddGf4tCkRE5KyoK/eN79Wy92ij9kcVEbkEUVfuT64vY9SwNO6Yc74bT4qIyPlEVbm/e/wUv91/gi9cVUx6anLQcUREYlZUlftTG8pJT03ivsVFQUcREYlpUVPuJ0618fzbR/jsvHxGDE0LOo6ISEyLmnL/4aZDtHd286VrtPxRRORSRUW5t3Z08eymQ3xs6mgm5gwLOo6ISMyLinL/+bZK6prbtT+qiEiEBF7u3d3OUxvKmZmXyaLxI4KOIyISFwIv99f2V1N2olkXLYmIRFDg5f7k+jJyM9O5Zea4oKOIiMSNQMt995EGNpXV8cCSYlKTA/93RkQkbgTaqE+uL2PYoBTuXlgYZAwRkbgTWLl3dHXz0s6j3LWggIz01KBiiIjEpbDK3cxuNrP9ZnbAzB7r47iZ2b+Eju80s3n9PWdtUzsADy4pvtDMIiLSj37L3cySgSeApcA0YJmZTTtn2FJgUuhrBfBv/T1vbXM7S2eMJT97yAWHFhGR8wvnzH0hcMDdy9y9HVgL3HHOmDuAZ7zHJiDLzM67/KXbXRctiYgMkHDKPQ+o6PW4MvSzCx2Dma0wsy1mtmVwUjdzCrIuMK6IiIQjnHLv68oiv4gxuPsqdy9x95IrxmWHk09ERC5COOVeCRT0epwPVF3EGBERuUzCKffNwCQzG29macDdwAvnjHkB+EJo1cxioMHdj0Y4q4iIhCmlvwHu3mlmjwIvA8nAGncvNbOHQ8dXAuuAW4ADQAvw4MBFFhGR/vRb7gDuvo6eAu/9s5W9vnfgkchGExGRi6UbuoiIxCGVu4hIHFK5i4jEIZW7iEgcsp7PQgN4YbNTwP5AXjz6jAJqgg4RJfR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\n" 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", 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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -343,7 +353,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 0.9100 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 0.9010 seconds.\n" ] } ], @@ -377,8 +387,10 @@ }, { "data": { - "text/plain": "
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\n" 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", 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\n" 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", 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\n" + "image/png": 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", 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" + ] }, "metadata": { "needs_background": "light" @@ -497,7 +513,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 4.0840 seconds.\n" + "Solving a consumer with portfolio choice took 3.9380 seconds.\n" ] } ], @@ -529,8 +545,10 @@ }, { "data": { - "text/plain": "
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\n" 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", 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\n" 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", 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\n" 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", 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -684,7 +708,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with fixed portfolio share took 4.9770 seconds.\n" + "Solving a consumer with fixed portfolio share took 4.8270 seconds.\n" ] } ], @@ -723,8 +747,10 @@ }, { "data": { - "text/plain": "
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\n" 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", 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+O38qt146gaQ7z2zYy988+xYH204zuaYs7NJEJAQK94gwMyalgnzG+EoADrS2K9xFCpTCPYLqqoO58B/9/ipiFqxeXfj+6TywYFaYZYnIMFK4R9DsidV85baL06tZl6zfw5qdh0OuSkSGk8I9gmIx40/ePz193HLkFK+9fSTEikRkuCncC0BddSl7j7bzuSfWAME2Bl++7WIaxpSHXJmIDBXNkysAN80azyWTqtl/vJ09x9p5duM+Xmg+EHZZIjKE1HMvANdOH8u/3ncdAMmkc9FXn9VqVpGIU7gXmFjMGF9Vwormg6Qm0nDTrDrmTRkdbmEiklMK9wJ07fSxLFm/hy37j9OVdNbtOsLihb8XdlkikkMK9wL0yMev4JGPXwHAnz75Gza0HA21HhHJPYV7gZs0qpTlG9t55PktABTFjE9eO4UxFcUhVyYi50PhXuDmNo7mhy/t4O9+uTXdVlWa4NPzp4VYlYicL4V7gVtw6QS2ffM2ANydmV9bxl7NpBEZ8bKa525mC8ys2cy2mdmDGV7/pJltSP1ZZWZzMr2P5DczY0J1Ka/sOMyPVu3kR6t2smyjnu4kMhIN2nM3szjwKHAL0AKsMbMl7r65z2k7gOvd/YiZ3QosAq4ZioJlaF0yqZpnN+5j/e6j6bZXv3wz41ObkYnIyJDNsMzVwDZ33w5gZouBO4F0uLv7qj7nvwLU57JIGT7fvedKjp3qBODFrQe5f/HrtBw9pXAXGWGyCffJwO4+xy2cvVf+OeDZTC+Y2UJgIUBjY2OWJcpwiscsPVNmxvgqAH66+m3WpnaVvGbaWOY01IRVnohkKZtwtwxtnvFEsxsJwv26TK+7+yKCIRuampoyvofkjyljy6kpL+Jn61rSbXPqR6W3MhCR/JVNuLcADX2O64E9A08ys8uBHwC3uvu7uSlPwlRRkmDNVz5AR1cSgG/822aef3N/yFWJSDayCfc1wAwzmwa8A9wN3NP3BDNrBJ4C/tjdt+S8SglNUTxGUTyYVDVlXDmHT3Rw56O/xggewv2V2y9mbqP2pRHJN4OGu7t3mdl9wHIgDjzu7pvM7N7U648B/xMYC3zPgt2outy9aejKljB8cHYd63YeoTMZjKj9etshlm/ar3AXyUPmHs7Qd1NTk69duzaUz5bcuOnhFVQUJ/jDKycDMKaimDvmTMIs020aEckFM1uXTedZK1Tldza3YTQ/f62FN945lm6bPbGaGXVVIVYlIqCeu5yHZNJpbQ/mxG890MbHHnuZP5pXz0V1lQDMmzKaeVPGhFmiSOSo5y5DLhYzasqDOfGX14+itqqk37TJxjHlrHzgxrDKEyloCnfJiZJEnFUP3pSeNvnDl3bwyPNb+Pjfv4wZxMz481su4qqp6smLDAeFu+RM32mTfzBnEmt2HuZ0VxJ3eH33Eb6/4rd0XheEv5kxt7GG0qJ4mCWLRJbG3GVYfP4n61j6xr7+bTdcwAMLZoVUkcjIlO2Yu8JdhkVreydv7mlNH/+vpW+yeU8rZcVBz92Ar314Nh9raniPdxARULhLnlu36zDPbOjdK375xn10Jp2LJ1YDUFkS51t/eDmjyorCKlEkL2m2jOS1eVPG9JsmOae+hidW7aT1VCfdSWfllmOc6uimYUw5EPTsP9bUwKWTR4VUscjIop675B13555/WM1b+3qHcY63d3Hh+Eo+OLsuaDDjjjkTuXC8FkxJYVHPXUYsM+PJhdf2a3v0hW383+eaad5/HAB3eG7TPj50yYT0ObdfPpGLtDpWBFDPXUao763Yxv9Z1tyvbXptBddfVJs+njG+inuu0UNhJFp0Q1UKyj++souHlr2VfopMV7dzqrOb6y+qpWcfs+J4jL+84xIm1ZSFVqfI+VK4S0E71Haa//bkbzhxuguArqSzKTUVs+8MnLGVxXzrI5dRnAgWXxXFY1wyqVo7W0reUriLDPD0b97h9d1H08c73z3BiuaDZ5w3b8poLq/vnZUzfVwFn7p2igJf8oLCXSQL63YdprU96N3j8J1fbWXrgbb068d7XiMY1ulx1bTRfODiut7XEjHumDOJqlLNy5ehpXAXyYGu7iQ/ffVt9h5rT7e9tbeVFVsOkumfTlVJ7wS0okSMm2eNT8/VB0jEjVsurmNcZUm6LRYzLdaSrCncRYbQ8fZgsVWP1TsOs3r74X7nvLrzXTa+0zrwWzO6bPIo6qpL+7VNr63gsgGLtqrLinjfBWOJDRgiisc0ZFQoFO4iIXN3kgP+eW070MbLvz3Ur615fxvr+9wLgGAvnpYjp7L+rMsmj2JMRXG/trKiOFc01qR36uxRV13CBbWVZ7zHtHEV2qVzBNAiJpGQmRnxAR3qmROqmDkhu4VWuw+f5HRXd/rYHdbtOsKB46f7nbe/tZ2Ne1o5eqqzX/tru46wbFP/nTjPJh4zyjOE+/TaCqozDBtNHVuRcTipuixB/ejyM9pjZkyvrcj4W8aE6lIqShRHuaSrKZKn+o7V9ziX59N2dic52dHdry2ZdNa3HKW9s397a3sXzfuOn3Ef4WRHF1sPtNF2uqtfe3tnkle2v3vGbyaZflvJVqaRpZgZDWPKM/5AMGDy6DISGV4rScSprSrhvSY4TaguJTHgN5oeFcVxasqL0w+ZiaX+7j0O2qxfW3BcURJnVFlR+nyj//dbn3N72nv+O2MW/IDN1awshbtIRBXFY4wqOzPAbpg5fkg/952jp2hr7zqj/dipTvYeO3OoqTvp7Hr3JMkMQ8QnTnezv7X9jHaAU53v/drRk53p5/sO1LPALR+VF8cpLYoTMyMeg7gZsZgRj1n662wp3EUkpybn+QrgZNI5fvrMHz49Wk910na6i6Q77pBM/TYSHAdf97b3P6fne73P+Z76zKSD0/PbTc/3kf6h1p10jp7spKO7m+5k8D3d7um/u5PB9/0yy/9OhbuIFJTBpp7m+7TU738qu/MyDzqJiMiIpnAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEIUriLiESQwl1EJIJC2xXSzI4DzYOeWBjGAYcGPasw6Fr00rXopWvRa6a7D7rJUJgrVJuz2bayEJjZWl2LgK5FL12LXroWvcwsq73SNSwjIhJBCncRkQgKM9wXhfjZ+UbXopeuRS9di166Fr2yuhah3VAVEZGho2EZEZEIUriLiERQKOFuZgvMrNnMtpnZg2HUkA/M7HEzO2BmG8OuJWxm1mBmL5jZm2a2yczuD7umsJhZqZm9ambrU9fi62HXFCYzi5vZb8zsmbBrCZuZ7TSzN8zs9cGmRA77mLuZxYEtwC1AC7AG+IS7bx7WQvKAmb0faAN+7O6Xhl1PmMxsIjDR3V8zsypgHfCfCvT/FwZUuHubmRUBLwH3u/srIZcWCjP7ItAEVLv7h8OuJ0xmthNocvdBF3SF0XO/Gtjm7tvdvQNYDNwZQh2hc/eVwOGw68gH7r7X3V9LfX0ceBOYHG5V4fBAW+qwKPWnIGc+mFk9cDvwg7BrGWnCCPfJwO4+xy0U6D9iyczMpgJzgdUhlxKa1FDE68AB4Hl3L9Rr8W3gASAZch35woHnzGydmS0824lhhLtlaCvIXomcycwqgZ8Df+burWHXExZ373b3K4B64GozK7hhOzP7MHDA3deFXUseme/uVwK3Al9IDe1mFEa4twANfY7rgT0h1CF5JjW+/HPgJ+7+VNj15AN3PwqsABaEW0ko5gN3pMaZFwM3mdk/hVtSuNx9T+rvA8AvCIa5Mwoj3NcAM8xsmpkVA3cDS0KoQ/JI6ibiD4E33f2RsOsJk5nVmllN6usy4APAW6EWFQJ3/x/uXu/uUwly4lfu/qmQywqNmVWkJhtgZhXAB4H3nGk37OHu7l3AfcBygptm/+Lum4a7jnxgZk8CLwMzzazFzD4Xdk0hmg/8MUHv7PXUn9vCLiokE4EXzGwDQWfoeXcv+GmAQh3wkpmtB14F/t3dl73Xydp+QEQkgrRCVUQkghTuIiIRpHAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEI+v8SXfzJJMQH7wAAAABJRU5ErkJggg==\n" 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+O38qt146gaQ7z2zYy988+xYH204zuaYs7NJEJAQK94gwMyalgnzG+EoADrS2K9xFCpTCPYLqqoO58B/9/ipiFqxeXfj+6TywYFaYZYnIMFK4R9DsidV85baL06tZl6zfw5qdh0OuSkSGk8I9gmIx40/ePz193HLkFK+9fSTEikRkuCncC0BddSl7j7bzuSfWAME2Bl++7WIaxpSHXJmIDBXNkysAN80azyWTqtl/vJ09x9p5duM+Xmg+EHZZIjKE1HMvANdOH8u/3ncdAMmkc9FXn9VqVpGIU7gXmFjMGF9Vwormg6Qm0nDTrDrmTRkdbmEiklMK9wJ07fSxLFm/hy37j9OVdNbtOsLihb8XdlkikkMK9wL0yMev4JGPXwHAnz75Gza0HA21HhHJPYV7gZs0qpTlG9t55PktABTFjE9eO4UxFcUhVyYi50PhXuDmNo7mhy/t4O9+uTXdVlWa4NPzp4VYlYicL4V7gVtw6QS2ffM2ANydmV9bxl7NpBEZ8bKa525mC8ys2cy2mdmDGV7/pJltSP1ZZWZzMr2P5DczY0J1Ka/sOMyPVu3kR6t2smyjnu4kMhIN2nM3szjwKHAL0AKsMbMl7r65z2k7gOvd/YiZ3QosAq4ZioJlaF0yqZpnN+5j/e6j6bZXv3wz41ObkYnIyJDNsMzVwDZ33w5gZouBO4F0uLv7qj7nvwLU57JIGT7fvedKjp3qBODFrQe5f/HrtBw9pXAXGWGyCffJwO4+xy2cvVf+OeDZTC+Y2UJgIUBjY2OWJcpwiscsPVNmxvgqAH66+m3WpnaVvGbaWOY01IRVnohkKZtwtwxtnvFEsxsJwv26TK+7+yKCIRuampoyvofkjyljy6kpL+Jn61rSbXPqR6W3MhCR/JVNuLcADX2O64E9A08ys8uBHwC3uvu7uSlPwlRRkmDNVz5AR1cSgG/822aef3N/yFWJSDayCfc1wAwzmwa8A9wN3NP3BDNrBJ4C/tjdt+S8SglNUTxGUTyYVDVlXDmHT3Rw56O/xggewv2V2y9mbqP2pRHJN4OGu7t3mdl9wHIgDjzu7pvM7N7U648B/xMYC3zPgt2outy9aejKljB8cHYd63YeoTMZjKj9etshlm/ar3AXyUPmHs7Qd1NTk69duzaUz5bcuOnhFVQUJ/jDKycDMKaimDvmTMIs020aEckFM1uXTedZK1Tldza3YTQ/f62FN945lm6bPbGaGXVVIVYlIqCeu5yHZNJpbQ/mxG890MbHHnuZP5pXz0V1lQDMmzKaeVPGhFmiSOSo5y5DLhYzasqDOfGX14+itqqk37TJxjHlrHzgxrDKEyloCnfJiZJEnFUP3pSeNvnDl3bwyPNb+Pjfv4wZxMz481su4qqp6smLDAeFu+RM32mTfzBnEmt2HuZ0VxJ3eH33Eb6/4rd0XheEv5kxt7GG0qJ4mCWLRJbG3GVYfP4n61j6xr7+bTdcwAMLZoVUkcjIlO2Yu8JdhkVreydv7mlNH/+vpW+yeU8rZcVBz92Ar314Nh9raniPdxARULhLnlu36zDPbOjdK375xn10Jp2LJ1YDUFkS51t/eDmjyorCKlEkL2m2jOS1eVPG9JsmOae+hidW7aT1VCfdSWfllmOc6uimYUw5EPTsP9bUwKWTR4VUscjIop675B13555/WM1b+3qHcY63d3Hh+Eo+OLsuaDDjjjkTuXC8FkxJYVHPXUYsM+PJhdf2a3v0hW383+eaad5/HAB3eG7TPj50yYT0ObdfPpGLtDpWBFDPXUao763Yxv9Z1tyvbXptBddfVJs+njG+inuu0UNhJFp0Q1UKyj++souHlr2VfopMV7dzqrOb6y+qpWcfs+J4jL+84xIm1ZSFVqfI+VK4S0E71Haa//bkbzhxuguArqSzKTUVs+8MnLGVxXzrI5dRnAgWXxXFY1wyqVo7W0reUriLDPD0b97h9d1H08c73z3BiuaDZ5w3b8poLq/vnZUzfVwFn7p2igJf8oLCXSQL63YdprU96N3j8J1fbWXrgbb068d7XiMY1ulx1bTRfODiut7XEjHumDOJqlLNy5ehpXAXyYGu7iQ/ffVt9h5rT7e9tbeVFVsOkumfTlVJ7wS0okSMm2eNT8/VB0jEjVsurmNcZUm6LRYzLdaSrCncRYbQ8fZgsVWP1TsOs3r74X7nvLrzXTa+0zrwWzO6bPIo6qpL+7VNr63gsgGLtqrLinjfBWOJDRgiisc0ZFQoFO4iIXN3kgP+eW070MbLvz3Ur615fxvr+9wLgGAvnpYjp7L+rMsmj2JMRXG/trKiOFc01qR36uxRV13CBbWVZ7zHtHEV2qVzBNAiJpGQmRnxAR3qmROqmDkhu4VWuw+f5HRXd/rYHdbtOsKB46f7nbe/tZ2Ne1o5eqqzX/tru46wbFP/nTjPJh4zyjOE+/TaCqozDBtNHVuRcTipuixB/ejyM9pjZkyvrcj4W8aE6lIqShRHuaSrKZKn+o7V9ziX59N2dic52dHdry2ZdNa3HKW9s397a3sXzfuOn3Ef4WRHF1sPtNF2uqtfe3tnkle2v3vGbyaZflvJVqaRpZgZDWPKM/5AMGDy6DISGV4rScSprSrhvSY4TaguJTHgN5oeFcVxasqL0w+ZiaX+7j0O2qxfW3BcURJnVFlR+nyj//dbn3N72nv+O2MW/IDN1awshbtIRBXFY4wqOzPAbpg5fkg/952jp2hr7zqj/dipTvYeO3OoqTvp7Hr3JMkMQ8QnTnezv7X9jHaAU53v/drRk53p5/sO1LPALR+VF8cpLYoTMyMeg7gZsZgRj1n662wp3EUkpybn+QrgZNI5fvrMHz49Wk910na6i6Q77pBM/TYSHAdf97b3P6fne73P+Z76zKSD0/PbTc/3kf6h1p10jp7spKO7m+5k8D3d7um/u5PB9/0yy/9OhbuIFJTBpp7m+7TU738qu/MyDzqJiMiIpnAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEIUriLiESQwl1EJIJC2xXSzI4DzYOeWBjGAYcGPasw6Fr00rXopWvRa6a7D7rJUJgrVJuz2bayEJjZWl2LgK5FL12LXroWvcwsq73SNSwjIhJBCncRkQgKM9wXhfjZ+UbXopeuRS9di166Fr2yuhah3VAVEZGho2EZEZEIUriLiERQKOFuZgvMrNnMtpnZg2HUkA/M7HEzO2BmG8OuJWxm1mBmL5jZm2a2yczuD7umsJhZqZm9ambrU9fi62HXFCYzi5vZb8zsmbBrCZuZ7TSzN8zs9cGmRA77mLuZxYEtwC1AC7AG+IS7bx7WQvKAmb0faAN+7O6Xhl1PmMxsIjDR3V8zsypgHfCfCvT/FwZUuHubmRUBLwH3u/srIZcWCjP7ItAEVLv7h8OuJ0xmthNocvdBF3SF0XO/Gtjm7tvdvQNYDNwZQh2hc/eVwOGw68gH7r7X3V9LfX0ceBOYHG5V4fBAW+qwKPWnIGc+mFk9cDvwg7BrGWnCCPfJwO4+xy0U6D9iyczMpgJzgdUhlxKa1FDE68AB4Hl3L9Rr8W3gASAZch35woHnzGydmS0824lhhLtlaCvIXomcycwqgZ8Df+burWHXExZ373b3K4B64GozK7hhOzP7MHDA3deFXUseme/uVwK3Al9IDe1mFEa4twANfY7rgT0h1CF5JjW+/HPgJ+7+VNj15AN3PwqsABaEW0ko5gN3pMaZFwM3mdk/hVtSuNx9T+rvA8AvCIa5Mwoj3NcAM8xsmpkVA3cDS0KoQ/JI6ibiD4E33f2RsOsJk5nVmllN6usy4APAW6EWFQJ3/x/uXu/uUwly4lfu/qmQywqNmVWkJhtgZhXAB4H3nGk37OHu7l3AfcBygptm/+Lum4a7jnxgZk8CLwMzzazFzD4Xdk0hmg/8MUHv7PXUn9vCLiokE4EXzGwDQWfoeXcv+GmAQh3wkpmtB14F/t3dl73Xydp+QEQkgrRCVUQkghTuIiIRpHAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEI+v8SXfzJJMQH7wAAAABJRU5ErkJggg==", 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UpdxL8tVfIydjhtcRRSQEqfzD1MHSrdS89TjTal5hBnU0uaHsHvtpRiy8m5wFnyYpJsbriCISwlT+YeTUiSOUb3icMRWryWovZ7IbxJ5h+VTP+AHTr11BwbARXkcUkTCh8g9xba0t7HlzFW7bH5lxpoiF1kFlzDQKM79DxnVfZfbEFK8jikgYUvmHqINl2zmycSUZR9cyh3pqSWDLpBWMv+Ie0mcs1AewROSSqPxDyOnGU+x97Q+MKn2WnLa9JLkYdg9fRPW8u5lx9R0siov3OqKIRAiVv8ecz0fp5tdoeu9xZpzaQIG1cHDQFAozHibj+vuYOzHZ64giEoFU/h6prz1K6fp/J6nyWXJ9hznjhrB77KcZteRrZM//FFM1zYKIDCCVfxA5n4+y4g00bVrJrPqNLLI2SuPyeH/mg8z49Fco0KduRSRIVP5B0NRwkr3rf0ti6ZPk+A5w2g1le+ItjL/2AXKmL/Q6nohEIZX/AKrc+S61bzzCzLr1LLQWKmLSeX/Gj5h+w9dZODLB63giEsVU/gHW0d7Ojr/9iaFbVpLbtofJLo6dYz5NwlXfJHPOVWToWL6IhACVf4A01texd+2vSKn4E/PccWpsPIWZ/5Xcm/4TBWMTvY4nIvIxKv9LdHh/CdWv/gszjr/CIjvH3rgZHMv/e2Zd9yWSYjW8IhKa1E4X6YO9m6n7y/9mbsMGEhnEjoTrSLj22+TNudLraCIifVL5X6DyrW9w5m8/Y27zu0xwg9k8cQXpy77PgqRUr6OJiPSbyr+fSt9/jfYN/4sZLdtpYDjvJX+D3GXfZdG4iV5HExG5YCr/PlTuKqRp3Y+Yc7aQWhIozHiYGbc+zOJRY7yOJiJy0VT+vag5UEbNqv/BvMbXOW3DeC/tIWbf8T0W6VO4IhIBVP7dNJ9uYOcz/8ScqicYg1E0+Svk3fkPLNblmiISQVT+fs7nY+tf/sCU9/8ni6ijeNR1JN/1zyyeopnzRSTyqPyB2pqDVP3pQeY3b6IyZhonP/MI+Qtv8DqWiMiAierydz4fxWt+Q/b2n5LrWilM/zb5X/gHYnXTFBGJcFFb/k0NJyn/7b0saHqdkrjpjPj8IyzKnO11LBGRoOhzljEze8zMjpvZ7l6Wm5n9wswqzGynmc0LfMzAqtixiYb/u4Q5jRspTH2I7O+/TbKKX0SiSH+mmHwcuPE8y28CMv1f9wOPXHqsgVP88r+TvHoZ8a6FspueYdFXf8qgmBivY4mIBFWfh32cc2+ZWep5VlkGPOGcc0ChmSWY2STn3JFAhQwE5/NR+Pv/xuKq37J38EwmfeN58hIneR1LRMQTgTjmPxmo6vK82v/aJ8rfzO6n818HpKSkBGDT/dPR3s6WX3+FxafW8n7CUuY8+HviBw8J2vZFREJNIO4sYj285npa0Tm30jmX75zLT0wMzoem2tta2faLFRScWkvhlHtZ8O0nVfwiEvUCUf7VQHKX51OAmgC87yVzPh9bf/NV8htfozD1IRbd93NMd9ISEQlI+a8BvuK/6mcR0BAqx/sLH/8eBafW8t6Ur7Poqz/1Oo6ISMjo85i/mT0NXAOMM7Nq4EdAHIBz7lFgHbAUqACaga8NVNgL8f4Lv2TxoZVsHn0ji77+r17HEREJKf252ucLfSx3wEMBSxQAFTs2MWf7j9k1ZC5zHnpCh3pERLqJuFZsajjJkBe/Tr2NYsp9TxMXP9jrSCIiISfiyr/st/cx0XecupseZYyu4xcR6VFElf+2v/6J/KYNbE69n1zNyiki0quIKf+GU7VMeffvqYxJI/9LP/E6johISIuY8i/7w39mjGvA3forHecXEelDRJR/SdF6CurXsTnpy2TMvsLrOCIiIS/sy9/X0UHsX3/AMS5jzpf1QS4Rkf4I+/Lf8vKjZHZUUDXvvzN0+Eiv44iIhIWwLv+zZ5qYuv1fKIvNZt5nv+F1HBGRsBHW5b9jzS8Yz0k6rv+JbsgiInIBwrb8W1vOkVb2O/bGzyRv0fluNCYiIt2FbflvX7eSCdTRvvhhr6OIiISdsCx/5/Mxftd/UBkzjZlXL/c6johI2AnL8q/Y8Q6pvkPU5nxZM3aKiFyEsGzOk5t+zzkXR87193gdRUQkLIVd+becayandj27R13F6DHjvI4jIhKWwq7892x8ltGcYXD+l72OIiIStsKu/GN2Ps1xxpJ3+a1eRxERCVthVf4NJ0+Q11zM/ok3ERPb5x0oRUSkF2FV/mVvPkOcdTC24C6vo4iIhLWwKv/B5Ws4QiKZc670OoqISFgLm/JvOFVLbvMWDk64Xtf2i4hcorBp0fI3nyXeOhiz4PNeRxERCXthU/5x5S9zlHFkzbvG6ygiImEvLMq/sb6OvDObOaBDPiIiAREWTVr+1vPEWzsJ+Z/zOoqISEQIi/IfVL6WE4wha961XkcREYkIIV/+rS3nyGrazP6xV+puXSIiARLy5V9W9Coj7CyDp3/W6ygiIhEj5Mu/eefLnHXx5Cy+2esoIiIRI6TL3/l8pNS+Rdnw+QwZNsLrOCIiESOky/9AyWYmcYLWaZ/xOoqISEQJ6fI/tvklAKYtucPjJCIikSWky39M9Qb2xWYyLmmq11FERCJKyJZ/3bFqMtvKqE36lNdRREQiTsiWf+W7qxlkjsT5y7yOIiIScfpV/mZ2o5mVmVmFmX2/h+XXmFmDmW33f/3jJSc7VEQ9I0ifufiS30pERD6uz3shmlkM8Gvg00A1sNnM1jjn9nZb9W3nXMAuxk9oKqd6cAYJmshNRCTg+tOsBUCFc26/c64VeAYY0GMx7W2tpLR9wOmEnIHcjIhI1OpP+U8Gqro8r/a/1t1iM9thZq+a2fSe3sjM7jezYjMrPnHiRK8bPFy5myHWRsykWf2IJyIiF6o/5W89vOa6Pd8KTHXOzQZ+CbzY0xs551Y65/Kdc/mJiYm9bvBE5RYAxqbP70c8ERG5UP0p/2ogucvzKUBN1xWcc43OudP+x+uAODMbd7Gh2qp30upiSM6ac7FvISIi59Gf8t8MZJpZmpnFAyuANV1XMLOJZmb+xwX+96272FDDT5VQFZtC/OAhF/sWIiJyHn1e7eOcazezbwHrgRjgMefcHjN7wL/8UeBO4EEzawfOAiucc90PDfVb0rl9fDB6IekX+wYiInJefZY/fHQoZ1231x7t8vhXwK8CEajuWDXjqKdi/IxAvJ2IiPQg5C6irynbDMCIqXO8DSIiEsFCrvzPHNwGwJScAo+TiIhErpAr/9gTezjGZSSMm+h1FBGRiBVy5X/Z6X0cHZrhdQwRkYgWUuV/7uwZkjuqaB6b53UUEZGIFlLlX12+jVjzET95ttdRREQiWkiV/yn/tA7jM+d5nEREJLKFVPl3HNlFsxtMUlqP88KJiEiAhFT5j2wopSoujZjYfn32TERELlLIlL/z+UhuraR+dLbXUUREIl7IlP/Rqn2MohkmzPQ6iohIxAud8vdP6zA6ba7HSUREIl/IlP+56p34nJGck+91FBGRiBcy5T+4bi+HB01i+MgEr6OIiES8kCn/Cc3lnBiuaR1ERIIhJMq/qeEkk90xWsbp+n4RkWAIifI/XFoMwNDkOd4GERGJEiFR/g0HtgIwKXuBx0lERKJDSJS/HdtNPSMYn5TmdRQRkagQEuWf0FjG4fh0bFBIxBERiXiet21HezvJbQdoGpPrdRQRkajheflXV+5mqLUSM0nTOoiIBIvn5X+ionNah7HTNIe/iEiweF7+bYd30upiSM5W+YuIBIvn5T/sZAnVMcnEDx7idRQRkajhefknnaugbqTm8BcRCSZPy7/uWDWJnKJjvKZ1EBEJJk/Lv8Y/h/+IlDlexhARiTqelv+ZQ9sBmJxT4GUMEZGo42n5xx7fw3HGMiZxkpcxRESijqflf9npco4MzfQygohIVPKs/J3Px5SOaprHaloHEZFg86z8W1uaibMO4ifP8iqCiEjU8qz821uaARifqRu2i4gEm3fH/NvO0uwGk5Sma/xFRILNs/If1H6Wqrg0YmJjvYogIhK1PCv/eNdK/WhN6yAi4oV+lb+Z3WhmZWZWYWbf72G5mdkv/Mt3mlmfU3TG0AETZlxMZhERuUR9lr+ZxQC/Bm4C8oAvmFlet9VuAjL9X/cDj/Rn46PTNI2ziIgX+vObfwFQ4Zzb75xrBZ4BlnVbZxnwhOtUCCSYWR8f2zWSc3Slj4iIF/pT/pOBqi7Pq/2vXeg6mNn9ZlZsZsVNDGf4yIQLjCsiIoHQn/K3Hl5zF7EOzrmVzrl851z+yCRN6yAi4pX+lH81kNzl+RSg5iLWERGRENGf8t8MZJpZmpnFAyuANd3WWQN8xX/VzyKgwTl3JMBZRUQkQPr8hJVzrt3MvgWsB2KAx5xze8zsAf/yR4F1wFKgAmgGvjZwkUVE5FL16+O1zrl1dBZ819ce7fLYAQ8FNpqIiAwUz2/gLiIiwafyFxGJQip/EZEopPIXEYlC1nmu1oMNmzUBZZ5s/MKMA2q9DtEPyhlY4ZAzHDKCcgZatnNu5KW+iZeT6Zc550J+ch8zK1bOwFHOwAmHjKCcgWZmxYF4Hx32ERGJQip/EZEo5GX5r/Rw2xdCOQNLOQMnHDKCcgZaQHJ6dsJXRES8o8M+IiJRSOUvIhKFBrz8B+Lm7wOQMdnMNppZiZntMbP/0sM615hZg5lt93/9Y7Bz+nMcMLNd/gyfuOQrRMYzu8s4bTezRjN7uNs6noynmT1mZsfNbHeX18aa2Wtmts//fUwvP3vefXmAM/6zmZX6/0xfMLOEXn72vPtHEHL+2MwOd/lzXdrLzwZlLM+T89kuGQ+Y2fZefjaY49ljDw3Y/umcG7AvOqeArgSmAfHADiCv2zpLgVfpvBvYIqBoIDP1knMSMM//eCRQ3kPOa4BXgp2th6wHgHHnWe75ePawDxwFpobCeAJXAfOA3V1e+z/A9/2Pvw/8rJf/jvPuywOc8TNArP/xz3rK2J/9Iwg5fwx8tx/7RFDGsrec3Zb/K/CPITCePfbQQO2fA/2b/wDd/D2wnHNHnHNb/Y+bgBJ6uAdxmPB8PLu5Dqh0zh30MMNHnHNvASe7vbwM+IP/8R+A23r40f7sywOW0Tn3V+dcu/9pIZ13y/NUL2PZH0EbSzh/TjMz4PPA0wO1/f46Tw8NyP450OUfsJu/B4uZpQJzgaIeFi82sx1m9qqZTQ9uso844K9mtsXM7u9heUiNJ513fuvtL1YojCfABOe/85z/+/ge1gmlcf06nf+660lf+0cwfMt/eOqxXg5RhNJYXgkcc87t62W5J+PZrYcGZP8c6PIP2M3fg8HMRgCrgIedc43dFm+l89DFbOCXwItBjvehy51z84CbgIfM7Kpuy0NpPOOBW4Hne1gcKuPZXyExrmb2Q6AdeLKXVfraPwbaI0A6MAc4Quchle5CYiz9vsD5f+sP+nj20UO9/lgPr513TAe6/MPm5u9mFkfngD/pnFvdfblzrtE5d9r/eB0QZ2bjghwT51yN//tx4AU6/7nXVUiMp99NwFbn3LHuC0JlPP2OfXhozP/9eA/reD6uZnYPcDPwJec/0NtdP/aPAeWcO+ac63DO+YD/6GX7no8lgJnFAsuBZ3tbJ9jj2UsPDcj+OdDlHxY3f/cf9/sdUOKc+3kv60z0r4eZFdA5dnXBSwlmNtzMRn74mM6TgLu7reb5eHbR629VoTCeXawB7vE/vgd4qYd1+rMvDxgzuxH4HnCrc665l3X6s38MqG7nl27vZfuejmUX1wOlzrnqnhYGezzP00MDs38G4Qz2UjrPWlcCP/S/9gDwgP+xAb/2L98F5A90ph4yXkHnP5F2Atv9X0u75fwWsIfOs+iFwBIPck7zb3+HP0tIjqc/xzA6y3x0l9c8H086/2d0BGij87ele4HLgA3APv/3sf51k4B159uXg5ixgs5juh/un492z9jb/hHknH/073c76SyfSV6OZW85/a8//uH+2GVdL8eztx4akP1T0zuIiEQhfcJXRCQKqfxFRKKQyl9EJAqp/EVEopDKX0QkCqn8RUSikMpfRCQK/T/IjeCE4ZTkXwAAAABJRU5ErkJggg==\n" 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UpdxL8tVfIydjhtcRRSQEqfzD1MHSrdS89TjTal5hBnU0uaHsHvtpRiy8m5wFnyYpJsbriCISwlT+YeTUiSOUb3icMRWryWovZ7IbxJ5h+VTP+AHTr11BwbARXkcUkTCh8g9xba0t7HlzFW7bH5lxpoiF1kFlzDQKM79DxnVfZfbEFK8jikgYUvmHqINl2zmycSUZR9cyh3pqSWDLpBWMv+Ie0mcs1AewROSSqPxDyOnGU+x97Q+MKn2WnLa9JLkYdg9fRPW8u5lx9R0siov3OqKIRAiVv8ecz0fp5tdoeu9xZpzaQIG1cHDQFAozHibj+vuYOzHZ64giEoFU/h6prz1K6fp/J6nyWXJ9hznjhrB77KcZteRrZM//FFM1zYKIDCCVfxA5n4+y4g00bVrJrPqNLLI2SuPyeH/mg8z49Fco0KduRSRIVP5B0NRwkr3rf0ti6ZPk+A5w2g1le+ItjL/2AXKmL/Q6nohEIZX/AKrc+S61bzzCzLr1LLQWKmLSeX/Gj5h+w9dZODLB63giEsVU/gHW0d7Ojr/9iaFbVpLbtofJLo6dYz5NwlXfJHPOVWToWL6IhACVf4A01texd+2vSKn4E/PccWpsPIWZ/5Xcm/4TBWMTvY4nIvIxKv9LdHh/CdWv/gszjr/CIjvH3rgZHMv/e2Zd9yWSYjW8IhKa1E4X6YO9m6n7y/9mbsMGEhnEjoTrSLj22+TNudLraCIifVL5X6DyrW9w5m8/Y27zu0xwg9k8cQXpy77PgqRUr6OJiPSbyr+fSt9/jfYN/4sZLdtpYDjvJX+D3GXfZdG4iV5HExG5YCr/PlTuKqRp3Y+Yc7aQWhIozHiYGbc+zOJRY7yOJiJy0VT+vag5UEbNqv/BvMbXOW3DeC/tIWbf8T0W6VO4IhIBVP7dNJ9uYOcz/8ScqicYg1E0+Svk3fkPLNblmiISQVT+fs7nY+tf/sCU9/8ni6ijeNR1JN/1zyyeopnzRSTyqPyB2pqDVP3pQeY3b6IyZhonP/MI+Qtv8DqWiMiAierydz4fxWt+Q/b2n5LrWilM/zb5X/gHYnXTFBGJcFFb/k0NJyn/7b0saHqdkrjpjPj8IyzKnO11LBGRoOhzljEze8zMjpvZ7l6Wm5n9wswqzGynmc0LfMzAqtixiYb/u4Q5jRspTH2I7O+/TbKKX0SiSH+mmHwcuPE8y28CMv1f9wOPXHqsgVP88r+TvHoZ8a6FspueYdFXf8qgmBivY4mIBFWfh32cc2+ZWep5VlkGPOGcc0ChmSWY2STn3JFAhQwE5/NR+Pv/xuKq37J38EwmfeN58hIneR1LRMQTgTjmPxmo6vK82v/aJ8rfzO6n818HpKSkBGDT/dPR3s6WX3+FxafW8n7CUuY8+HviBw8J2vZFREJNIO4sYj285npa0Tm30jmX75zLT0wMzoem2tta2faLFRScWkvhlHtZ8O0nVfwiEvUCUf7VQHKX51OAmgC87yVzPh9bf/NV8htfozD1IRbd93NMd9ISEQlI+a8BvuK/6mcR0BAqx/sLH/8eBafW8t6Ur7Poqz/1Oo6ISMjo85i/mT0NXAOMM7Nq4EdAHIBz7lFgHbAUqACaga8NVNgL8f4Lv2TxoZVsHn0ji77+r17HEREJKf252ucLfSx3wEMBSxQAFTs2MWf7j9k1ZC5zHnpCh3pERLqJuFZsajjJkBe/Tr2NYsp9TxMXP9jrSCIiISfiyr/st/cx0XecupseZYyu4xcR6VFElf+2v/6J/KYNbE69n1zNyiki0quIKf+GU7VMeffvqYxJI/9LP/E6johISIuY8i/7w39mjGvA3forHecXEelDRJR/SdF6CurXsTnpy2TMvsLrOCIiIS/sy9/X0UHsX3/AMS5jzpf1QS4Rkf4I+/Lf8vKjZHZUUDXvvzN0+Eiv44iIhIWwLv+zZ5qYuv1fKIvNZt5nv+F1HBGRsBHW5b9jzS8Yz0k6rv+JbsgiInIBwrb8W1vOkVb2O/bGzyRv0fluNCYiIt2FbflvX7eSCdTRvvhhr6OIiISdsCx/5/Mxftd/UBkzjZlXL/c6johI2AnL8q/Y8Q6pvkPU5nxZM3aKiFyEsGzOk5t+zzkXR87193gdRUQkLIVd+becayandj27R13F6DHjvI4jIhKWwq7892x8ltGcYXD+l72OIiIStsKu/GN2Ps1xxpJ3+a1eRxERCVthVf4NJ0+Q11zM/ok3ERPb5x0oRUSkF2FV/mVvPkOcdTC24C6vo4iIhLWwKv/B5Ws4QiKZc670OoqISFgLm/JvOFVLbvMWDk64Xtf2i4hcorBp0fI3nyXeOhiz4PNeRxERCXthU/5x5S9zlHFkzbvG6ygiImEvLMq/sb6OvDObOaBDPiIiAREWTVr+1vPEWzsJ+Z/zOoqISEQIi/IfVL6WE4wha961XkcREYkIIV/+rS3nyGrazP6xV+puXSIiARLy5V9W9Coj7CyDp3/W6ygiIhEj5Mu/eefLnHXx5Cy+2esoIiIRI6TL3/l8pNS+Rdnw+QwZNsLrOCIiESOky/9AyWYmcYLWaZ/xOoqISEQJ6fI/tvklAKYtucPjJCIikSWky39M9Qb2xWYyLmmq11FERCJKyJZ/3bFqMtvKqE36lNdRREQiTsiWf+W7qxlkjsT5y7yOIiIScfpV/mZ2o5mVmVmFmX2/h+XXmFmDmW33f/3jJSc7VEQ9I0ifufiS30pERD6uz3shmlkM8Gvg00A1sNnM1jjn9nZb9W3nXMAuxk9oKqd6cAYJmshNRCTg+tOsBUCFc26/c64VeAYY0GMx7W2tpLR9wOmEnIHcjIhI1OpP+U8Gqro8r/a/1t1iM9thZq+a2fSe3sjM7jezYjMrPnHiRK8bPFy5myHWRsykWf2IJyIiF6o/5W89vOa6Pd8KTHXOzQZ+CbzY0xs551Y65/Kdc/mJiYm9bvBE5RYAxqbP70c8ERG5UP0p/2ogucvzKUBN1xWcc43OudP+x+uAODMbd7Gh2qp30upiSM6ac7FvISIi59Gf8t8MZJpZmpnFAyuANV1XMLOJZmb+xwX+96272FDDT5VQFZtC/OAhF/sWIiJyHn1e7eOcazezbwHrgRjgMefcHjN7wL/8UeBO4EEzawfOAiucc90PDfVb0rl9fDB6IekX+wYiInJefZY/fHQoZ1231x7t8vhXwK8CEajuWDXjqKdi/IxAvJ2IiPQg5C6irynbDMCIqXO8DSIiEsFCrvzPHNwGwJScAo+TiIhErpAr/9gTezjGZSSMm+h1FBGRiBVy5X/Z6X0cHZrhdQwRkYgWUuV/7uwZkjuqaB6b53UUEZGIFlLlX12+jVjzET95ttdRREQiWkiV/yn/tA7jM+d5nEREJLKFVPl3HNlFsxtMUlqP88KJiEiAhFT5j2wopSoujZjYfn32TERELlLIlL/z+UhuraR+dLbXUUREIl7IlP/Rqn2MohkmzPQ6iohIxAud8vdP6zA6ba7HSUREIl/IlP+56p34nJGck+91FBGRiBcy5T+4bi+HB01i+MgEr6OIiES8kCn/Cc3lnBiuaR1ERIIhJMq/qeEkk90xWsbp+n4RkWAIifI/XFoMwNDkOd4GERGJEiFR/g0HtgIwKXuBx0lERKJDSJS/HdtNPSMYn5TmdRQRkagQEuWf0FjG4fh0bFBIxBERiXiet21HezvJbQdoGpPrdRQRkajheflXV+5mqLUSM0nTOoiIBIvn5X+ionNah7HTNIe/iEiweF7+bYd30upiSM5W+YuIBIvn5T/sZAnVMcnEDx7idRQRkajhefknnaugbqTm8BcRCSZPy7/uWDWJnKJjvKZ1EBEJJk/Lv8Y/h/+IlDlexhARiTqelv+ZQ9sBmJxT4GUMEZGo42n5xx7fw3HGMiZxkpcxRESijqflf9npco4MzfQygohIVPKs/J3Px5SOaprHaloHEZFg86z8W1uaibMO4ifP8iqCiEjU8qz821uaARifqRu2i4gEm3fH/NvO0uwGk5Sma/xFRILNs/If1H6Wqrg0YmJjvYogIhK1PCv/eNdK/WhN6yAi4oV+lb+Z3WhmZWZWYWbf72G5mdkv/Mt3mlmfU3TG0AETZlxMZhERuUR9lr+ZxQC/Bm4C8oAvmFlet9VuAjL9X/cDj/Rn46PTNI2ziIgX+vObfwFQ4Zzb75xrBZ4BlnVbZxnwhOtUCCSYWR8f2zWSc3Slj4iIF/pT/pOBqi7Pq/2vXeg6mNn9ZlZsZsVNDGf4yIQLjCsiIoHQn/K3Hl5zF7EOzrmVzrl851z+yCRN6yAi4pX+lH81kNzl+RSg5iLWERGRENGf8t8MZJpZmpnFAyuANd3WWQN8xX/VzyKgwTl3JMBZRUQkQPr8hJVzrt3MvgWsB2KAx5xze8zsAf/yR4F1wFKgAmgGvjZwkUVE5FL16+O1zrl1dBZ819ce7fLYAQ8FNpqIiAwUz2/gLiIiwafyFxGJQip/EZEopPIXEYlC1nmu1oMNmzUBZZ5s/MKMA2q9DtEPyhlY4ZAzHDKCcgZatnNu5KW+iZeT6Zc550J+ch8zK1bOwFHOwAmHjKCcgWZmxYF4Hx32ERGJQip/EZEo5GX5r/Rw2xdCOQNLOQMnHDKCcgZaQHJ6dsJXRES8o8M+IiJRSOUvIhKFBrz8B+Lm7wOQMdnMNppZiZntMbP/0sM615hZg5lt93/9Y7Bz+nMcMLNd/gyfuOQrRMYzu8s4bTezRjN7uNs6noynmT1mZsfNbHeX18aa2Wtmts//fUwvP3vefXmAM/6zmZX6/0xfMLOEXn72vPtHEHL+2MwOd/lzXdrLzwZlLM+T89kuGQ+Y2fZefjaY49ljDw3Y/umcG7AvOqeArgSmAfHADiCv2zpLgVfpvBvYIqBoIDP1knMSMM//eCRQ3kPOa4BXgp2th6wHgHHnWe75ePawDxwFpobCeAJXAfOA3V1e+z/A9/2Pvw/8rJf/jvPuywOc8TNArP/xz3rK2J/9Iwg5fwx8tx/7RFDGsrec3Zb/K/CPITCePfbQQO2fA/2b/wDd/D2wnHNHnHNb/Y+bgBJ6uAdxmPB8PLu5Dqh0zh30MMNHnHNvASe7vbwM+IP/8R+A23r40f7sywOW0Tn3V+dcu/9pIZ13y/NUL2PZH0EbSzh/TjMz4PPA0wO1/f46Tw8NyP450OUfsJu/B4uZpQJzgaIeFi82sx1m9qqZTQ9uso844K9mtsXM7u9heUiNJ513fuvtL1YojCfABOe/85z/+/ge1gmlcf06nf+660lf+0cwfMt/eOqxXg5RhNJYXgkcc87t62W5J+PZrYcGZP8c6PIP2M3fg8HMRgCrgIedc43dFm+l89DFbOCXwItBjvehy51z84CbgIfM7Kpuy0NpPOOBW4Hne1gcKuPZXyExrmb2Q6AdeLKXVfraPwbaI0A6MAc4Quchle5CYiz9vsD5f+sP+nj20UO9/lgPr513TAe6/MPm5u9mFkfngD/pnFvdfblzrtE5d9r/eB0QZ2bjghwT51yN//tx4AU6/7nXVUiMp99NwFbn3LHuC0JlPP2OfXhozP/9eA/reD6uZnYPcDPwJec/0NtdP/aPAeWcO+ac63DO+YD/6GX7no8lgJnFAsuBZ3tbJ9jj2UsPDcj+OdDlHxY3f/cf9/sdUOKc+3kv60z0r4eZFdA5dnXBSwlmNtzMRn74mM6TgLu7reb5eHbR629VoTCeXawB7vE/vgd4qYd1+rMvDxgzuxH4HnCrc665l3X6s38MqG7nl27vZfuejmUX1wOlzrnqnhYGezzP00MDs38G4Qz2UjrPWlcCP/S/9gDwgP+xAb/2L98F5A90ph4yXkHnP5F2Atv9X0u75fwWsIfOs+iFwBIPck7zb3+HP0tIjqc/xzA6y3x0l9c8H086/2d0BGij87ele4HLgA3APv/3sf51k4B159uXg5ixgs5juh/un492z9jb/hHknH/073c76SyfSV6OZW85/a8//uH+2GVdL8eztx4akP1T0zuIiEQhfcJXRCQKqfxFRKKQyl9EJAqp/EVEopDKX0QkCqn8RUSikMpfRCQK/T/IjeCE4ZTkXwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -840,7 +870,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with share fixed at 1.0 took 4.8560 seconds.\n" + "Solving a consumer with share fixed at 1.0 took 4.8880 seconds.\n" ] } ], @@ -879,8 +909,10 @@ }, { "data": { - "text/plain": "
", - "image/png": 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Gmk928/27F3H55JygI4nIMBbJsswioNLd9wOY2dPAcqB/uTuQYX3bONKBJqAnylnj1o4jzXxy5UZCDk/97mLmluiDUxG5MJH8m78YONTvdk34vv6+DcwEjgDbgS+6eygqCePc9ppmbnloPSOTk/jhpy9XsYtIVERS7gNtqvazbn8A2AqMBxYA3zazzLc8kdl9ZrbJzDY1NDScY9T488bRVj6xcgNZo1N45rNLmJKfHnQkEYkTkZR7DVDa73YJfTP0/u4GnvM+lcABYMbZT+TuD7l7hbtX5OUl9iXfDjV1cMf3NjAiOYknPnWZjukVkaiKpNxfAaaa2UQzGwncAqw6a0w18H4AMysApgP7oxk0ntS3nuKO723gVHeIxz+1iPLctKAjiUicGfQDVXfvMbP7gZ8DycBKd99hZp8JP74C+CrwqJltp28Z5wF3PzaEuYet9s4e7n7kFRpaO3ni3suYUfiW1SsRkQsW0ZeY3H01sPqs+1b0+/UR4HeiGy3+9PSG+MJTr7KrtoXvffJSFpaNDTqSiMQpfUP1InF3vvI/O3hhdz1f+/Ac3jsjP+hIIhLH9PXHi+Th/zvAE+ur+fR7JnHH4glBxxGROKdyvwie317L36zexXVzC3ng2rdsIhIRiTqV+xDbcaSZP/zhaywozeafP75Al8QTkYtC5T6EGts6ue+xzWSNTuGhO99Fakpy0JFEJEHoA9Uh0tUT4rNPbqGhrZNnPn05+ZmpQUcSkQSimfsQ+euf7GDjgSb+/qPzmF+aHXQcEUkwKvch8OSGg6d3xnz4krPPWBMRGXoq9yjbfPA4X1m1g6um5/En2hkjIgFRuUfRsbZOPv/kFoqyRvOvN19CsnbGiEhA9IFqlPT0hvjCD17leEcXz31uCVljUoKOJCIJTOUeJf/4i72s29/IP940n9njdcENEQmWlmWi4Gev17HixX3cdlkZH3tXSdBxRERU7hequrGDP37mNeaXZPHlD84KOo6ICKByvyBdPSHuf2oLZvCd2xcyaoS+gSoisUFr7hfg73+2m201zay4YyElY8cEHUdE5DTN3M/TC7uP8vDLB7hz8QSunVMUdBwRkd+icj8Pdc2n+KMfvsbMoky+dP3MoOOIiLyFyv0c9YacLz79Kp09Ib592yU66VFEYpLW3M/Rv/36DTYcaOKfbprP5Lz0oOOIiAxIM/dzsG5fI9964Q1uXFjMR7WfXURimMo9Qo1tnXzx6Vcpz0njq8vnBB1HROQdRVTuZnatme0xs0oze/BtxlxlZlvNbIeZvRjdmMEKhZw/euY1Tpzs5lu3XULaKK1miUhsG7SlzCwZ+A5wDVADvGJmq9x9Z78x2cC/A9e6e7WZ5Q9R3kB87+UD/O+eBv56+WydGyMiw0IkM/dFQKW773f3LuBpYPlZY24DnnP3agB3r49uzOC8dugE3/jZbj4wu4A7F08IOo6ISEQiKfdi4FC/2zXh+/qbBow1s/81s81m9omBnsjM7jOzTWa2qaGh4fwSX0QdXT38wX9uJS9jFH//0fmY6Xx2ERkeIin3gRrNz7o9AngXcD3wAeAvzGzaW36T+0PuXuHuFXl5eecc9mL7+upd7D/Wzj/dNF/ns4vIsBLJJ4M1QGm/2yXAkQHGHHP3dqDdzF4C5gN7o5IyAL/ZXc8T66u594qJLJmSG3QcEZFzEsnM/RVgqplNNLORwC3AqrPG/DfwbjMbYWZjgMuAXdGNevE0tnXyx89uY0ZhBv/vA9ODjiMics4Gnbm7e4+Z3Q/8HEgGVrr7DjP7TPjxFe6+y8x+BmwDQsDD7v76UAYfKu7Onz63nZaT3Tz+qUU6XkBEhqWINmy7+2pg9Vn3rTjr9j8A/xC9aMF4ZnMNv9h5lD+7bgYzizKDjiMicl70DdV+qhs7+KtVO1g8aRz3XjEp6DgiIudN5R7WG3L+8IdbSUoy/unjC0hK0rZHERm+9D36sBUv7mPTweN88+YFFGePDjqOiMgF0cwd2F7TzL/8ci83zCti+YLxQccREblgKnfgK/+zg5z0kXztw3P0LVQRiQsJX+5bD51g88HjfPo9k8keMzLoOCIiUZHw5f7ImgOkjxrBTRW6+IaIxI+ELvejLaf46bZabqooISNVZ8eISPxI6HJ/Yv1Bet25a0l50FFERKIqYcv9VHcvT26o5v0zCpiQkxZ0HBGRqErYcl+19QhN7V3cs7Q86CgiIlGXkOXu7qxcc4DpBRlcPjkn6DgiIlGXkOW+bn8ju+taueeKcu1rF5G4lJDl/siaKsaOSWH5grOvFigiEh8SrtyrGzv41a6j3HZZmc5qF5G4lXDl/ujaKpLNuHNxedBRRESGTEKVe1tnD89sOsR1c4sozEoNOo6IyJBJqHJ/dtMhWjt7uOeKiUFHEREZUglT7qGQ8+jaKi4py2ZBaXbQcUREhlTClPtv9tRT1djB3Us1axeR+Jcw5b5yzQEKM1NZNqcw6CgiIkMuIcp9T10rayobufPyCaQkJ8QfWUQSXERNZ2bXmtkeM6s0swffYdylZtZrZh+LXsQL9+jaA4wakcRti8qCjiIiclEMWu5mlgx8B1gGzAJuNbNZbzPuG8DPox3yQjS1d/HclsPcuLCYsWm60pKIJIZIZu6LgEp33+/uXcDTwPIBxn0B+BFQH8V8F+ypjdV09oS4a4k+SBWRxBFJuRcDh/rdrgnfd5qZFQMfAVa80xOZ2X1mtsnMNjU0NJxr1nPW3Rvi8XUHWTolh+mFGUP+eiIisSKSch/o2EQ/6/Y3gQfcvfednsjdH3L3CnevyMvLizDi+Xv+9TrqWk5xj7Y/ikiCGRHBmBqgtN/tEuDIWWMqgKfDx+fmAteZWY+7/zgaIc/XI2sOUJ4zhvdOzw8yhojIRRfJzP0VYKqZTTSzkcAtwKr+A9x9oruXu3s58CzwuaCL/dXq47xafYJPLiknKUlntotIYhl05u7uPWZ2P327YJKBle6+w8w+E378HdfZg/LImioyRo3gporSwQeLiMSZSJZlcPfVwOqz7huw1N39rguPdWHqmk+xenstn7i8nPRREf0RRUTiSlx+XfOJ9QfpdeeuJeVBRxERCUTclfup7l6e3HCQq2cWUJYzJug4IiKBiLty/++thzne0c3dS8uDjiIiEpi4Knd355E1VcwozODySTlBxxERCUxclfu6fY3srmvlnqUTCe+5FxFJSHFV7ivXVDEubSQfWjA+6CgiIoGKm3I/2NjOr3cf5fbLykhNSQ46johIoOKm3B9dW0WyGXcsnhB0FBGRwMVFubee6uaZTTVcP6+IgszUoOOIiAQuLsr9mU01tHX26OLXIiJhw77ce0PO99dVsbAsmwWl2UHHERGJCcO+3H+zu56DjR2atYuI9DPsy33lmgMUZaVy7ZzCoKOIiMSMYV3uu+taWLuvkTsvn0BK8rD+o4iIRNWwbsRH11SRmpLErZeWBR1FRCSmDNtyb2rv4r9ePcxHLilhbNrIoOOIiMSUYVvuT22sprMnpNMfRUQGMCzLvbs3xGPrqnj31FymFWQEHUdEJOYMy3Jfvb2Woy2dmrWLiLyNYVnuj6ypYmJuGldNyw86iohITBp25b6l+jhbD53griXlJCXpzHYRkYEMu3J/ZE0VGaNG8NF3lQQdRUQkZkVU7mZ2rZntMbNKM3twgMdvN7Nt4R9rzWx+9KNCXfMpnt9ey8cvLSV91IiheAkRkbgwaLmbWTLwHWAZMAu41cxmnTXsAHClu88Dvgo8FO2gAI+vryLkzl1Lyofi6UVE4kYkM/dFQKW773f3LuBpYHn/Ae6+1t2Ph2+uB6K+ZnKqu5cfbKjm6pkFlI4bE+2nFxGJK5GUezFwqN/tmvB9b+dTwPMDPWBm95nZJjPb1NDQEHlK4MevHuZ4R7dOfxQRiUAk5T7QlhQfcKDZe+kr9wcGetzdH3L3CnevyMvLiziku/PImipmFmWyeNK4iH+fiEiiiqTca4DSfrdLgCNnDzKzecDDwHJ3b4xOvD5r9zWy52grdy8tx0zbH0VEBhNJub8CTDWziWY2ErgFWNV/gJmVAc8Bd7r73miHfGTNAXLSRvKh+eOj/dQiInFp0P2E7t5jZvcDPweSgZXuvsPMPhN+fAXwl0AO8O/hmXWPu1dEI2DVsXZ+vbueL7x3CqkpydF4ShGRuBfRZnF3Xw2sPuu+Ff1+fS9wb3Sj9Xl0bRUjkow7Fk8YiqcXEYlLMf0N1dZT3Ty7uYbr5xaRn5kadBwRkWEjpsv9h5tqaOvs4Z4rtP1RRORcxGy594ac76+t4l0TxjKvJDvoOCIiw0rMlvsLu+upburgHn1pSUTknMVsua98+QDjs1L5wOyCoKOIiAw7MVnuu2pbWLe/kTsvL2dEckxGFBGJaTHZnI+uqSI1JYlbF5UOPlhERN4i5sq9sa2T/9p6mBsXlpA9ZmTQcUREhqWYK/enNlbT1RPibp3ZLiJy3mKq3Lt6Qjy+/iDvnprL1IKMoOOIiAxbMVXuz79ey9GWTm1/FBG5QDFV7ivXVDEpN40rp0V+1ruIiLxVzJT7lurjvHboBHctLScpSWe2i4hciJgp95UvHyAjdQQfXRj1y6+KiCScmCj32uaTPP96HTdXlJI2KqJTiEVE5B3ERLk/vu4g7s4ntf1RRCQqAi/3k129/GBjNdfMKqB03Jig44iIxIXAy/3HWw9zoqNb2x9FRKIo0HJ3dx5Zc4BZRZksmjguyCgiInEl0HJfU9nI3qNt3L20nPCFtUVEJAoCLfdH1hwgN30kH5w/PsgYIiJxJ7By7+wJ8evd9dx22QRSU5KDiiEiEpciKnczu9bM9phZpZk9OMDjZmb/Fn58m5ktHOw5G9s6SUk27lhcdj65RUTkHQxa7maWDHwHWAbMAm41s1lnDVsGTA3/uA/47mDPe7yjmw/OG09+Ruo5hxYRkXcWycx9EVDp7vvdvQt4Glh+1pjlwGPeZz2QbWZF7/SkIXfu1vZHEZEhEUm5FwOH+t2uCd93rmMws/vMbJOZbRqdFGJuSda55hURkQhEUu4D7VH08xiDuz/k7hXuXjGlaGwk+URE5DxEUu41QP8rVZcAR85jjIiIXCSRlPsrwFQzm2hmI4FbgFVnjVkFfCK8a2Yx0OzutVHOKiIiERr0fF137zGz+4GfA8nASnffYWafCT++AlgNXAdUAh3A3UMXWUREBhPR4enuvpq+Au9/34p+v3bg89GNJiIi5yvwUyFFRCT6VO4iInFI5S4iEodU7iIiccj6PgsN4IXNWoE9gbx47MkFjgUdIkbovThD78UZei/OmO7uGYMNimi3zBDZ4+4VAb5+zDCzTXov+ui9OEPvxRl6L84ws02RjNOyjIhIHFK5i4jEoSDL/aEAXzvW6L04Q+/FGXovztB7cUZE70VgH6iKiMjQ0bKMiEgcUrmLiMShQMp9sAtuJwozW2lm9Wb2etBZgmZmpWb2GzPbZWY7zOyLQWcKipmlmtlGM3st/F78VdCZgmRmyWb2qpn9JOgsQTOzKjPbbmZbB9sSedHX3MMX3N4LXEPfRT5eAW51950XNUgMMLP3AG30XX92TtB5ghS+5m6Ru28xswxgM/DhBP17YUCau7eZWQrwMvDF8PWJE46Z/SFQAWS6+w1B5wmSmVUBFe4+6Be6gpi5R3LB7YTg7i8BTUHniAXuXuvuW8K/bgV2McB1eBNB+ELzbeGbKeEfCbnzwcxKgOuBh4POMtwEUe4RXUxbEpeZlQOXABsCjhKY8FLEVqAe+KW7J+p78U3gT4BQwDlihQO/MLPNZnbfOw0Motwjupi2JCYzSwd+BPy+u7cEnSco7t7r7gvoux7xIjNLuGU7M7sBqHf3zUFniSFL3X0hsAz4fHhpd0BBlLsupi0DCq8v/wh40t2fCzpPLHD3E8D/AtcGmyQQS4EPhdeZnwbeZ2ZPBBspWO5+JPxzPfBf9C1zDyiIco/kgtuSYMIfIn4P2OXu/xx0niCZWZ6ZZYd/PRq4GtgdaKgAuPufunuJu5fT1xMvuPsdAccKjJmlhTcbYGZpwO8Ab7vT7qKXu7v3AG9ecHsX8EN333Gxc8QCM3sKWAdMN7MaM/tU0JkCtBS4k77Z2dbwj+uCDhWQIuA3ZraNvsnQL9094bcBCgXAy2b2GrAR+Km7/+ztBuv4ARGROKRvqIqIxCGVu4hIHFK5i4jEIZW7iEgcUrmLiMQhlbuISBxSuYuIxKH/D/yY1wtR4BPZAAAAAElFTkSuQmCC\n" 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", 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\n" 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", 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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -964,7 +1000,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "cdaa4b5b", "metadata": {}, "outputs": [], @@ -1001,4 +1037,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} From b339653ecab3a5015b60cee61ae469a6165bf9cb Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 25 Feb 2022 11:50:12 -0500 Subject: [PATCH 38/52] fix exponent bug --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 11 +- .../example_ConsRiskyAssetModel.ipynb | 122 ++++++------------ 2 files changed, 47 insertions(+), 86 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index d9ba6ce9b..99976c11d 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -708,7 +708,7 @@ def v_next(shocks, a_nrm): mNrm_next = a_nrm * shocks[2] / perm_shk + shocks[1] return ( self.DiscFacEff - * perm_shk ** (1 - self.CRRA) + * perm_shk ** (1.0 - self.CRRA) * self.vFuncNext(mNrm_next) ) @@ -879,9 +879,7 @@ def endOfPrddvds(shocks, a_nrm, share): p_shk = self.PermGroFac * shocks[0] m_nrm = b_nrm / p_shk + shocks[1] - return ( - r_diff * a_nrm * p_shk ** (1.0 - self.CRRA) * self.vPfuncNext(m_nrm) - ) + return r_diff * a_nrm * p_shk ** (-self.CRRA) * self.vPfuncNext(m_nrm) EndOfPrddvds = calc_expectation( self.RiskyDstn, endOfPrddvds, self.aMat, self.sMat @@ -897,12 +895,11 @@ def endOfPrddvda(shocks, a_nrm, share): p_shk = self.PermGroFac * shocks[0] m_nrm = b_nrm / p_shk + shocks[1] - return r_port * p_shk ** (1.0 - self.CRRA) * self.vPfuncNext(m_nrm) + return r_port * p_shk ** (-self.CRRA) * self.vPfuncNext(m_nrm) EndOfPrddvda = self.DiscFacEff * calc_expectation( self.RiskyDstn, endOfPrddvda, self.aNrmNow, self.risky_share_optimal ) - EndOfPrddvda = EndOfPrddvda[:, :, 0] EndOfPrddvdaNvrs = self.uPinv(EndOfPrddvda) EndOfPrddvdaNvrsFunc = LinearInterp(self.aNrmNow, EndOfPrddvdaNvrs) @@ -1131,7 +1128,7 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): def v_next(shocks, a_nrm): r_port = self.Rfree + (shocks[2] - self.Rfree) * self.RiskyShareFixed m_nrm_next = r_port / (self.PermGroFac * shocks[0]) * a_nrm + shocks[1] - return shocks[0] ** (1 - self.CRRA) * self.vFuncNext(m_nrm_next) + return shocks[0] ** (1.0 - self.CRRA) * self.vFuncNext(m_nrm_next) EndOfPrdv = ( self.DiscFacEff diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index ae49a7232..9d3cb1b3c 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -123,10 +123,8 @@ }, { "data": { - "image/png": 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Gmk928/27F3H55JygI4nIMBbJsswioNLd9wOY2dPAcqB/uTuQYX3bONKBJqAnylnj1o4jzXxy5UZCDk/97mLmluiDUxG5MJH8m78YONTvdk34vv6+DcwEjgDbgS+6eygqCePc9ppmbnloPSOTk/jhpy9XsYtIVERS7gNtqvazbn8A2AqMBxYA3zazzLc8kdl9ZrbJzDY1NDScY9T488bRVj6xcgNZo1N45rNLmJKfHnQkEYkTkZR7DVDa73YJfTP0/u4GnvM+lcABYMbZT+TuD7l7hbtX5OUl9iXfDjV1cMf3NjAiOYknPnWZjukVkaiKpNxfAaaa2UQzGwncAqw6a0w18H4AMysApgP7oxk0ntS3nuKO723gVHeIxz+1iPLctKAjiUicGfQDVXfvMbP7gZ8DycBKd99hZp8JP74C+CrwqJltp28Z5wF3PzaEuYet9s4e7n7kFRpaO3ni3suYUfiW1SsRkQsW0ZeY3H01sPqs+1b0+/UR4HeiGy3+9PSG+MJTr7KrtoXvffJSFpaNDTqSiMQpfUP1InF3vvI/O3hhdz1f+/Ac3jsjP+hIIhLH9PXHi+Th/zvAE+ur+fR7JnHH4glBxxGROKdyvwie317L36zexXVzC3ng2rdsIhIRiTqV+xDbcaSZP/zhaywozeafP75Al8QTkYtC5T6EGts6ue+xzWSNTuGhO99Fakpy0JFEJEHoA9Uh0tUT4rNPbqGhrZNnPn05+ZmpQUcSkQSimfsQ+euf7GDjgSb+/qPzmF+aHXQcEUkwKvch8OSGg6d3xnz4krPPWBMRGXoq9yjbfPA4X1m1g6um5/En2hkjIgFRuUfRsbZOPv/kFoqyRvOvN19CsnbGiEhA9IFqlPT0hvjCD17leEcXz31uCVljUoKOJCIJTOUeJf/4i72s29/IP940n9njdcENEQmWlmWi4Gev17HixX3cdlkZH3tXSdBxRERU7hequrGDP37mNeaXZPHlD84KOo6ICKByvyBdPSHuf2oLZvCd2xcyaoS+gSoisUFr7hfg73+2m201zay4YyElY8cEHUdE5DTN3M/TC7uP8vDLB7hz8QSunVMUdBwRkd+icj8Pdc2n+KMfvsbMoky+dP3MoOOIiLyFyv0c9YacLz79Kp09Ib592yU66VFEYpLW3M/Rv/36DTYcaOKfbprP5Lz0oOOIiAxIM/dzsG5fI9964Q1uXFjMR7WfXURimMo9Qo1tnXzx6Vcpz0njq8vnBB1HROQdRVTuZnatme0xs0oze/BtxlxlZlvNbIeZvRjdmMEKhZw/euY1Tpzs5lu3XULaKK1miUhsG7SlzCwZ+A5wDVADvGJmq9x9Z78x2cC/A9e6e7WZ5Q9R3kB87+UD/O+eBv56+WydGyMiw0IkM/dFQKW773f3LuBpYPlZY24DnnP3agB3r49uzOC8dugE3/jZbj4wu4A7F08IOo6ISEQiKfdi4FC/2zXh+/qbBow1s/81s81m9omBnsjM7jOzTWa2qaGh4fwSX0QdXT38wX9uJS9jFH//0fmY6Xx2ERkeIin3gRrNz7o9AngXcD3wAeAvzGzaW36T+0PuXuHuFXl5eecc9mL7+upd7D/Wzj/dNF/ns4vIsBLJJ4M1QGm/2yXAkQHGHHP3dqDdzF4C5gN7o5IyAL/ZXc8T66u594qJLJmSG3QcEZFzEsnM/RVgqplNNLORwC3AqrPG/DfwbjMbYWZjgMuAXdGNevE0tnXyx89uY0ZhBv/vA9ODjiMics4Gnbm7e4+Z3Q/8HEgGVrr7DjP7TPjxFe6+y8x+BmwDQsDD7v76UAYfKu7Onz63nZaT3Tz+qUU6XkBEhqWINmy7+2pg9Vn3rTjr9j8A/xC9aMF4ZnMNv9h5lD+7bgYzizKDjiMicl70DdV+qhs7+KtVO1g8aRz3XjEp6DgiIudN5R7WG3L+8IdbSUoy/unjC0hK0rZHERm+9D36sBUv7mPTweN88+YFFGePDjqOiMgF0cwd2F7TzL/8ci83zCti+YLxQccREblgKnfgK/+zg5z0kXztw3P0LVQRiQsJX+5bD51g88HjfPo9k8keMzLoOCIiUZHw5f7ImgOkjxrBTRW6+IaIxI+ELvejLaf46bZabqooISNVZ8eISPxI6HJ/Yv1Bet25a0l50FFERKIqYcv9VHcvT26o5v0zCpiQkxZ0HBGRqErYcl+19QhN7V3cs7Q86CgiIlGXkOXu7qxcc4DpBRlcPjkn6DgiIlGXkOW+bn8ju+taueeKcu1rF5G4lJDl/siaKsaOSWH5grOvFigiEh8SrtyrGzv41a6j3HZZmc5qF5G4lXDl/ujaKpLNuHNxedBRRESGTEKVe1tnD89sOsR1c4sozEoNOo6IyJBJqHJ/dtMhWjt7uOeKiUFHEREZUglT7qGQ8+jaKi4py2ZBaXbQcUREhlTClPtv9tRT1djB3Us1axeR+Jcw5b5yzQEKM1NZNqcw6CgiIkMuIcp9T10rayobufPyCaQkJ8QfWUQSXERNZ2bXmtkeM6s0swffYdylZtZrZh+LXsQL9+jaA4wakcRti8qCjiIiclEMWu5mlgx8B1gGzAJuNbNZbzPuG8DPox3yQjS1d/HclsPcuLCYsWm60pKIJIZIZu6LgEp33+/uXcDTwPIBxn0B+BFQH8V8F+ypjdV09oS4a4k+SBWRxBFJuRcDh/rdrgnfd5qZFQMfAVa80xOZ2X1mtsnMNjU0NJxr1nPW3Rvi8XUHWTolh+mFGUP+eiIisSKSch/o2EQ/6/Y3gQfcvfednsjdH3L3CnevyMvLizDi+Xv+9TrqWk5xj7Y/ikiCGRHBmBqgtN/tEuDIWWMqgKfDx+fmAteZWY+7/zgaIc/XI2sOUJ4zhvdOzw8yhojIRRfJzP0VYKqZTTSzkcAtwKr+A9x9oruXu3s58CzwuaCL/dXq47xafYJPLiknKUlntotIYhl05u7uPWZ2P327YJKBle6+w8w+E378HdfZg/LImioyRo3gporSwQeLiMSZSJZlcPfVwOqz7huw1N39rguPdWHqmk+xenstn7i8nPRREf0RRUTiSlx+XfOJ9QfpdeeuJeVBRxERCUTclfup7l6e3HCQq2cWUJYzJug4IiKBiLty/++thzne0c3dS8uDjiIiEpi4Knd355E1VcwozODySTlBxxERCUxclfu6fY3srmvlnqUTCe+5FxFJSHFV7ivXVDEubSQfWjA+6CgiIoGKm3I/2NjOr3cf5fbLykhNSQ46johIoOKm3B9dW0WyGXcsnhB0FBGRwMVFubee6uaZTTVcP6+IgszUoOOIiAQuLsr9mU01tHX26OLXIiJhw77ce0PO99dVsbAsmwWl2UHHERGJCcO+3H+zu56DjR2atYuI9DPsy33lmgMUZaVy7ZzCoKOIiMSMYV3uu+taWLuvkTsvn0BK8rD+o4iIRNWwbsRH11SRmpLErZeWBR1FRCSmDNtyb2rv4r9ePcxHLilhbNrIoOOIiMSUYVvuT22sprMnpNMfRUQGMCzLvbs3xGPrqnj31FymFWQEHUdEJOYMy3Jfvb2Woy2dmrWLiLyNYVnuj6ypYmJuGldNyw86iohITBp25b6l+jhbD53griXlJCXpzHYRkYEMu3J/ZE0VGaNG8NF3lQQdRUQkZkVU7mZ2rZntMbNKM3twgMdvN7Nt4R9rzWx+9KNCXfMpnt9ey8cvLSV91IiheAkRkbgwaLmbWTLwHWAZMAu41cxmnTXsAHClu88Dvgo8FO2gAI+vryLkzl1Lyofi6UVE4kYkM/dFQKW773f3LuBpYHn/Ae6+1t2Ph2+uB6K+ZnKqu5cfbKjm6pkFlI4bE+2nFxGJK5GUezFwqN/tmvB9b+dTwPMDPWBm95nZJjPb1NDQEHlK4MevHuZ4R7dOfxQRiUAk5T7QlhQfcKDZe+kr9wcGetzdH3L3CnevyMvLiziku/PImipmFmWyeNK4iH+fiEiiiqTca4DSfrdLgCNnDzKzecDDwHJ3b4xOvD5r9zWy52grdy8tx0zbH0VEBhNJub8CTDWziWY2ErgFWNV/gJmVAc8Bd7r73miHfGTNAXLSRvKh+eOj/dQiInFp0P2E7t5jZvcDPweSgZXuvsPMPhN+fAXwl0AO8O/hmXWPu1dEI2DVsXZ+vbueL7x3CqkpydF4ShGRuBfRZnF3Xw2sPuu+Ff1+fS9wb3Sj9Xl0bRUjkow7Fk8YiqcXEYlLMf0N1dZT3Ty7uYbr5xaRn5kadBwRkWEjpsv9h5tqaOvs4Z4rtP1RRORcxGy594ac76+t4l0TxjKvJDvoOCIiw0rMlvsLu+upburgHn1pSUTknMVsua98+QDjs1L5wOyCoKOIiAw7MVnuu2pbWLe/kTsvL2dEckxGFBGJaTHZnI+uqSI1JYlbF5UOPlhERN4i5sq9sa2T/9p6mBsXlpA9ZmTQcUREhqWYK/enNlbT1RPibp3ZLiJy3mKq3Lt6Qjy+/iDvnprL1IKMoOOIiAxbMVXuz79ey9GWTm1/FBG5QDFV7ivXVDEpN40rp0V+1ruIiLxVzJT7lurjvHboBHctLScpSWe2i4hciJgp95UvHyAjdQQfXRj1y6+KiCScmCj32uaTPP96HTdXlJI2KqJTiEVE5B3ERLk/vu4g7s4ntf1RRCQqAi/3k129/GBjNdfMKqB03Jig44iIxIXAy/3HWw9zoqNb2x9FRKIo0HJ3dx5Zc4BZRZksmjguyCgiInEl0HJfU9nI3qNt3L20nPCFtUVEJAoCLfdH1hwgN30kH5w/PsgYIiJxJ7By7+wJ8evd9dx22QRSU5KDiiEiEpciKnczu9bM9phZpZk9OMDjZmb/Fn58m5ktHOw5G9s6SUk27lhcdj65RUTkHQxa7maWDHwHWAbMAm41s1lnDVsGTA3/uA/47mDPe7yjmw/OG09+Ruo5hxYRkXcWycx9EVDp7vvdvQt4Glh+1pjlwGPeZz2QbWZF7/SkIXfu1vZHEZEhEUm5FwOH+t2uCd93rmMws/vMbJOZbRqdFGJuSda55hURkQhEUu4D7VH08xiDuz/k7hXuXjGlaGwk+URE5DxEUu41QP8rVZcAR85jjIiIXCSRlPsrwFQzm2hmI4FbgFVnjVkFfCK8a2Yx0OzutVHOKiIiERr0fF137zGz+4GfA8nASnffYWafCT++AlgNXAdUAh3A3UMXWUREBhPR4enuvpq+Au9/34p+v3bg89GNJiIi5yvwUyFFRCT6VO4iInFI5S4iEodU7iIiccj6PgsN4IXNWoE9gbx47MkFjgUdIkbovThD78UZei/OmO7uGYMNimi3zBDZ4+4VAb5+zDCzTXov+ui9OEPvxRl6L84ws02RjNOyjIhIHFK5i4jEoSDL/aEAXzvW6L04Q+/FGXovztB7cUZE70VgH6iKiMjQ0bKMiEgcUrmLiMShQMp9sAtuJwozW2lm9Wb2etBZgmZmpWb2GzPbZWY7zOyLQWcKipmlmtlGM3st/F78VdCZgmRmyWb2qpn9JOgsQTOzKjPbbmZbB9sSedHX3MMX3N4LXEPfRT5eAW51950XNUgMMLP3AG30XX92TtB5ghS+5m6Ru28xswxgM/DhBP17YUCau7eZWQrwMvDF8PWJE46Z/SFQAWS6+w1B5wmSmVUBFe4+6Be6gpi5R3LB7YTg7i8BTUHniAXuXuvuW8K/bgV2McB1eBNB+ELzbeGbKeEfCbnzwcxKgOuBh4POMtwEUe4RXUxbEpeZlQOXABsCjhKY8FLEVqAe+KW7J+p78U3gT4BQwDlihQO/MLPNZnbfOw0Motwjupi2JCYzSwd+BPy+u7cEnSco7t7r7gvoux7xIjNLuGU7M7sBqHf3zUFniSFL3X0hsAz4fHhpd0BBlLsupi0DCq8v/wh40t2fCzpPLHD3E8D/AtcGmyQQS4EPhdeZnwbeZ2ZPBBspWO5+JPxzPfBf9C1zDyiIco/kgtuSYMIfIn4P2OXu/xx0niCZWZ6ZZYd/PRq4GtgdaKgAuPufunuJu5fT1xMvuPsdAccKjJmlhTcbYGZpwO8Ab7vT7qKXu7v3AG9ecHsX8EN333Gxc8QCM3sKWAdMN7MaM/tU0JkCtBS4k77Z2dbwj+uCDhWQIuA3ZraNvsnQL9094bcBCgXAy2b2GrAR+Km7/+ztBuv4ARGROKRvqIqIxCGVu4hIHFK5i4jEIZW7iEgcUrmLiMQhlbuISBxSuYuIxKH/D/yY1wtR4BPZAAAAAElFTkSuQmCC", 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+O38qt146gaQ7z2zYy988+xYH204zuaYs7NJEJAQK94gwMyalgnzG+EoADrS2K9xFCpTCPYLqqoO58B/9/ipiFqxeXfj+6TywYFaYZYnIMFK4R9DsidV85baL06tZl6zfw5qdh0OuSkSGk8I9gmIx40/ePz193HLkFK+9fSTEikRkuCncC0BddSl7j7bzuSfWAME2Bl++7WIaxpSHXJmIDBXNkysAN80azyWTqtl/vJ09x9p5duM+Xmg+EHZZIjKE1HMvANdOH8u/3ncdAMmkc9FXn9VqVpGIU7gXmFjMGF9Vwormg6Qm0nDTrDrmTRkdbmEiklMK9wJ07fSxLFm/hy37j9OVdNbtOsLihb8XdlkikkMK9wL0yMev4JGPXwHAnz75Gza0HA21HhHJPYV7gZs0qpTlG9t55PktABTFjE9eO4UxFcUhVyYi50PhXuDmNo7mhy/t4O9+uTXdVlWa4NPzp4VYlYicL4V7gVtw6QS2ffM2ANydmV9bxl7NpBEZ8bKa525mC8ys2cy2mdmDGV7/pJltSP1ZZWZzMr2P5DczY0J1Ka/sOMyPVu3kR6t2smyjnu4kMhIN2nM3szjwKHAL0AKsMbMl7r65z2k7gOvd/YiZ3QosAq4ZioJlaF0yqZpnN+5j/e6j6bZXv3wz41ObkYnIyJDNsMzVwDZ33w5gZouBO4F0uLv7qj7nvwLU57JIGT7fvedKjp3qBODFrQe5f/HrtBw9pXAXGWGyCffJwO4+xy2cvVf+OeDZTC+Y2UJgIUBjY2OWJcpwiscsPVNmxvgqAH66+m3WpnaVvGbaWOY01IRVnohkKZtwtwxtnvFEsxsJwv26TK+7+yKCIRuampoyvofkjyljy6kpL+Jn61rSbXPqR6W3MhCR/JVNuLcADX2O64E9A08ys8uBHwC3uvu7uSlPwlRRkmDNVz5AR1cSgG/822aef3N/yFWJSDayCfc1wAwzmwa8A9wN3NP3BDNrBJ4C/tjdt+S8SglNUTxGUTyYVDVlXDmHT3Rw56O/xggewv2V2y9mbqP2pRHJN4OGu7t3mdl9wHIgDjzu7pvM7N7U648B/xMYC3zPgt2outy9aejKljB8cHYd63YeoTMZjKj9etshlm/ar3AXyUPmHs7Qd1NTk69duzaUz5bcuOnhFVQUJ/jDKycDMKaimDvmTMIs020aEckFM1uXTedZK1Tldza3YTQ/f62FN945lm6bPbGaGXVVIVYlIqCeu5yHZNJpbQ/mxG890MbHHnuZP5pXz0V1lQDMmzKaeVPGhFmiSOSo5y5DLhYzasqDOfGX14+itqqk37TJxjHlrHzgxrDKEyloCnfJiZJEnFUP3pSeNvnDl3bwyPNb+Pjfv4wZxMz481su4qqp6smLDAeFu+RM32mTfzBnEmt2HuZ0VxJ3eH33Eb6/4rd0XheEv5kxt7GG0qJ4mCWLRJbG3GVYfP4n61j6xr7+bTdcwAMLZoVUkcjIlO2Yu8JdhkVreydv7mlNH/+vpW+yeU8rZcVBz92Ar314Nh9raniPdxARULhLnlu36zDPbOjdK375xn10Jp2LJ1YDUFkS51t/eDmjyorCKlEkL2m2jOS1eVPG9JsmOae+hidW7aT1VCfdSWfllmOc6uimYUw5EPTsP9bUwKWTR4VUscjIop675B13555/WM1b+3qHcY63d3Hh+Eo+OLsuaDDjjjkTuXC8FkxJYVHPXUYsM+PJhdf2a3v0hW383+eaad5/HAB3eG7TPj50yYT0ObdfPpGLtDpWBFDPXUao763Yxv9Z1tyvbXptBddfVJs+njG+inuu0UNhJFp0Q1UKyj++souHlr2VfopMV7dzqrOb6y+qpWcfs+J4jL+84xIm1ZSFVqfI+VK4S0E71Haa//bkbzhxuguArqSzKTUVs+8MnLGVxXzrI5dRnAgWXxXFY1wyqVo7W0reUriLDPD0b97h9d1H08c73z3BiuaDZ5w3b8poLq/vnZUzfVwFn7p2igJf8oLCXSQL63YdprU96N3j8J1fbWXrgbb068d7XiMY1ulx1bTRfODiut7XEjHumDOJqlLNy5ehpXAXyYGu7iQ/ffVt9h5rT7e9tbeVFVsOkumfTlVJ7wS0okSMm2eNT8/VB0jEjVsurmNcZUm6LRYzLdaSrCncRYbQ8fZgsVWP1TsOs3r74X7nvLrzXTa+0zrwWzO6bPIo6qpL+7VNr63gsgGLtqrLinjfBWOJDRgiisc0ZFQoFO4iIXN3kgP+eW070MbLvz3Ur615fxvr+9wLgGAvnpYjp7L+rMsmj2JMRXG/trKiOFc01qR36uxRV13CBbWVZ7zHtHEV2qVzBNAiJpGQmRnxAR3qmROqmDkhu4VWuw+f5HRXd/rYHdbtOsKB46f7nbe/tZ2Ne1o5eqqzX/tru46wbFP/nTjPJh4zyjOE+/TaCqozDBtNHVuRcTipuixB/ejyM9pjZkyvrcj4W8aE6lIqShRHuaSrKZKn+o7V9ziX59N2dic52dHdry2ZdNa3HKW9s397a3sXzfuOn3Ef4WRHF1sPtNF2uqtfe3tnkle2v3vGbyaZflvJVqaRpZgZDWPKM/5AMGDy6DISGV4rScSprSrhvSY4TaguJTHgN5oeFcVxasqL0w+ZiaX+7j0O2qxfW3BcURJnVFlR+nyj//dbn3N72nv+O2MW/IDN1awshbtIRBXFY4wqOzPAbpg5fkg/952jp2hr7zqj/dipTvYeO3OoqTvp7Hr3JMkMQ8QnTnezv7X9jHaAU53v/drRk53p5/sO1LPALR+VF8cpLYoTMyMeg7gZsZgRj1n662wp3EUkpybn+QrgZNI5fvrMHz49Wk910na6i6Q77pBM/TYSHAdf97b3P6fne73P+Z76zKSD0/PbTc/3kf6h1p10jp7spKO7m+5k8D3d7um/u5PB9/0yy/9OhbuIFJTBpp7m+7TU738qu/MyDzqJiMiIpnAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEIUriLiESQwl1EJIJC2xXSzI4DzYOeWBjGAYcGPasw6Fr00rXopWvRa6a7D7rJUJgrVJuz2bayEJjZWl2LgK5FL12LXroWvcwsq73SNSwjIhJBCncRkQgKM9wXhfjZ+UbXopeuRS9di166Fr2yuhah3VAVEZGho2EZEZEIUriLiERQKOFuZgvMrNnMtpnZg2HUkA/M7HEzO2BmG8OuJWxm1mBmL5jZm2a2yczuD7umsJhZqZm9ambrU9fi62HXFCYzi5vZb8zsmbBrCZuZ7TSzN8zs9cGmRA77mLuZxYEtwC1AC7AG+IS7bx7WQvKAmb0faAN+7O6Xhl1PmMxsIjDR3V8zsypgHfCfCvT/FwZUuHubmRUBLwH3u/srIZcWCjP7ItAEVLv7h8OuJ0xmthNocvdBF3SF0XO/Gtjm7tvdvQNYDNwZQh2hc/eVwOGw68gH7r7X3V9LfX0ceBOYHG5V4fBAW+qwKPWnIGc+mFk9cDvwg7BrGWnCCPfJwO4+xy0U6D9iyczMpgJzgdUhlxKa1FDE68AB4Hl3L9Rr8W3gASAZch35woHnzGydmS0824lhhLtlaCvIXomcycwqgZ8Df+burWHXExZ373b3K4B64GozK7hhOzP7MHDA3deFXUseme/uVwK3Al9IDe1mFEa4twANfY7rgT0h1CF5JjW+/HPgJ+7+VNj15AN3PwqsABaEW0ko5gN3pMaZFwM3mdk/hVtSuNx9T+rvA8AvCIa5Mwoj3NcAM8xsmpkVA3cDS0KoQ/JI6ibiD4E33f2RsOsJk5nVmllN6usy4APAW6EWFQJ3/x/uXu/uUwly4lfu/qmQywqNmVWkJhtgZhXAB4H3nGk37OHu7l3AfcBygptm/+Lum4a7jnxgZk8CLwMzzazFzD4Xdk0hmg/8MUHv7PXUn9vCLiokE4EXzGwDQWfoeXcv+GmAQh3wkpmtB14F/t3dl73Xydp+QEQkgrRCVUQkghTuIiIRpHAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEI+v8SXfzJJMQH7wAAAABJRU5ErkJggg==", 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\n" }, "metadata": { "needs_background": "light" @@ -196,7 +192,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.5740 seconds.\n" + "Solving a consumer with risky returns took 0.5830 seconds.\n" ] } ], @@ -229,10 +225,8 @@ }, { "data": { - "image/png": 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", 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\n" 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", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -353,7 +343,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 0.9010 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 0.8860 seconds.\n" ] } ], @@ -387,10 +377,8 @@ }, { "data": { - "image/png": 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", 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\n" 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", 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S1tGLu+M++p7lIlLIFO6T2IyqEt7d1828O1Yz747VfPeprUGXJCJ5QsMyk9ifXjSXyniMIXcebmph3fYDQZckInlC4T6JzZlSxl9dvhCArbs7eLOtM+CKRCRfKNxDoq4qztNb9nDDvS8C8KkLG1ILj4lI4dGYe0h8fOlMLpw3lVg0wuu7O3jk5Z1BlyQiAVLPPSQa507hx1+8EID/8kAT2/dp/XeRQqZwD6EZVXFebG7nnufeAuDDZ9Vy1oyqgKsSkVzSsEwInVtfTVffIN954nW+88Tr/M8nNEVSpNCo5x5Cf9w4h2vPmwXArf/2Mjv26ypWkUKjcA+peCwKQP1pZfy2uZ07V20E4KpzZ/KB+VODLE1EckDhHnIXLZjKY+tbWbW+lc6eAZr3dircRQqAwj3krlwygyuXzAASQzSbWg8HXJGI5ILCvYDMqinliY27+cL9awH4g/Nn84nk2LyIhIvCvYB89Ow6fr9tH3s6eni3vZsD3X0Kd5GQUrgXkGXzprDq1ksA+OrPNvDrLXvY0HIQgPm1FVSU6J+DSFhonnuBOmN6Bfu7+rj2By9w7Q9e4G/+/dWgSxKRLFJXrUB99qLTWVhXweCQ839+s42tezqCLklEsiijnruZLTezrWbWbGa3pzn+aTPbkPx50czOy36pkk3xWJTLzpzO5WfX8f6G09ixv5tP3vMin7znRW578BUGh3RnJ5HJbNxwN7MocDdwFbAYuMnMFo9q9jZwqbsvBb4JrMx2oTJxrj53JpcsrKUkFqGzd4DH1reyY78WHhOZzDIZllkGNLv7NgAzewi4Dth8tIG7vzii/RpAC4lPIufMruaBP18GwNp39nPDvb/jyU27WTKrmqkVxZw9U4uOiUw2mYT7bGDHiO0W4MITtP8C8Kt0B8xsBbACoKGhIcMSJZfmTSsnGjG+/avXAYhGjJf+9nKmVpQEXJmInIxMwt3S7Es7IGtmHyYR7pekO+7uK0kO2TQ2NmpQNw9Nqyjhqf/6IfZ39bFp5yG+/thmnt26l3NnV1NTFqOuKh50iSKSgUzCvQWYM2K7Hmgd3cjMlgI/Aq5y933ZKU+CsKC2ggW1cPqUMr7xy838t4fXAxCLGmvuUC9eZDLIJNzXAgvNbB6wE7gR+NTIBmbWADwCfNbd38h6lRKI6VVxfvoXF7G3o5e327u468mt3PfC2yyorSAaMS4/u04XPonkqXH/Z7r7gJndCjwJRIH73H2Tmd2cPH4v8DVgKvBDMwMYcPfGiStbcuWCuVMAOHSkn+8/8yZ3P/tW6thXl5/Fly5bEFRpInIC5h7M0HdjY6M3NTUF8tpyag5293HoSD8An/mX3xOLRFg2LxH+H1xYyzVLZwZZnkhBMLN1mXSe9Z1aMlZTVkxNWTEA159fz7+v3c6zW9s4fGSA37zZrnAXySPquct7tvL5t/iH1a9TGU/0FZYvmcFdN+giZZGJoJ675Mz159ezr7OPvsEhXt1xkFXrW6mMxwCoKYvxl5ctoCiqNepEcknhLu9ZbWUJd1x9NgBN7+xnxb+u4+GmHQy60903SDRiLKgtx8y4+IxpmmEjkgMalpEJ09U7wLJvPU1X32Bq359ddDpfuuwMAEpjUarLYkGVJzIpZToso3CXCdV2uId9XX0A3LlqEy+9sz91LBoxfvGXF9MwtQwzqIor6EXGo3CXvLN9XzcvvNUOQP/gEF9/dBMjVxa+5cML+KP3J9acKysuYka1ljoQGU0nVCXvNEwto2Hq8IJxs2tKeWdfYmnhX7yyk7uffeuYi6S+df05zEiuZXP61HLOmF6R24JFJjH13CUv7Dncw5ptiSWJ3OFrqzZyuGfgmDa3feQMiqMRzGD5OTMV9lKQNCwjk9qewz3sOdwDwGs7D3Hnqk0MjLo71LmzqwGoKi3ii5fMZ1ZNKQAzquNUl2r8XsJJ4S6hMjjkHP23+tzWvfzbS9sBGBhynn9j7zFtY1HjD8+vpyiaWK36rJlV3HTB8MKm0YiRXANJZNJRuEvBeLu9iy27DgPQevAID760PbUGTntn35j2M6ri3NBYTyx5YVXDlDKuWFKXOh4xIx6L5qBykZOncBchMSvn4aYW9nX2ArCvq49HXm4ZM54/UlHE+M9nTKN2xLr1582pPuZ2g3WVcRqmlk1c4SLHoXAXOY6hIU/dSmxgaIhHX21lf9dwD3/Ntn28sacztd3e2UvvwNCY55kzpZSiSKL3H4saF8ydQs2Ii7KqS2NcMHcK0UhiCCgaMc6aUZXaFjkVCneRLOkfHKLpnQMMJk/o9g0O8tzWvRzs7k+1aW7r5I09HantQXfS/deKxyLHLL8QMWNpfXVqLR6A8pIo59XXHPMhUFZcxJJZVYw8VVAai+quWAVI4S4SsNdaDtHW0ZPa3nnwCFt3dxzTZvehHt5sG/6W4DgtB46k/WBIp7ayhJFfBAxjYV0F5cXDHyBmML+2nPJRa/oURyMsqqsc803i9KllY9b/KYpGtCZQntBFTCIBO7e+Gqg+6b87dKSfg93HnghubutMLeNw1Lv7utg36oRxR88AzW2dQG9qX2fvAL/auPuk6xhtemXJmA+Cqngs7ZXElfEiZqbZX1ESS7s/EjEappSlHbKaXlmSdmmK4qIIpcU68X08CneRPFNdGhszT//0qeXv6Tl7+gfH7EtcS9B7zL4j/YO8vbeT0V8c9nX2HfMtBBIXm+040M3BI/2MPrCp9RDdfYNj2h9JU8epiljiBjLpzmBMKS+mKs21DgbMqilNzZQabVZN/LjHZlTFKS5Kf6yqtCh1I5vRiiLGzOpSjjf7tqY0NiFLYivcRQpAuqmdp08tT/uhcemi2gmr42B33zGrhB7V2TPA7sM9Y/YPDTnb93enzneMtLezl46e/rF/44kpsQODY/+md2CQde8eSFtb3+AQezt60x6bSEURS12Tkc60ihJKT2FqrsJdRHImcavG9MfOnFGZ22LSSPchAomT6rsOjf3wAXB39hzupXcg/beSzt4BDnSNvd7i6OvtOtzDmK9KSUPutB7qYeS50adPUP9ICncRkaTjTVONRqLMm3b8obH5tblb5+iez2TWTvc+ExEJIYW7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEFO4iIiEU2KqQZtYBbA3kxfPPNKA96CLyhN6LYXovhum9GHamu497OW+QV6huzWTZykJgZk16LxL0XgzTezFM78UwM8torXQNy4iIhJDCXUQkhIIM95UBvna+0XsxTO/FML0Xw/ReDMvovQjshKqIiEwcDcuIiISQwl1EJIQCCXczW25mW82s2cxuD6KGfGBm95lZm5ltDLqWoJnZHDN71sy2mNkmM/ty0DUFxcziZvaSma1PvhffCLqmIJlZ1MxeMbNfBl1L0MzsHTN7zcxeHW9KZM7H3M0sCrwBfAxoAdYCN7n75pwWkgfM7ENAJ/CAu58TdD1BMrOZwEx3f9nMKoF1wB8U6L8LA8rdvdPMYsBvgS+7+5qASwuEmf0N0AhUufvHg64nSGb2DtDo7uNe0BVEz30Z0Ozu29y9D3gIuC6AOgLn7s8D+4OuIx+4+y53fzn5ewewBZgdbFXB8ITO5GYs+VOQMx/MrB64BvhR0LVMNkGE+2xgx4jtFgr0P7GkZ2ZzgfOB3wdcSmCSQxGvAm3Ar929UN+L7wFfAYYCriNfOPCUma0zsxUnahhEuKe7A21B9kpkLDOrAH4O/LW7Hw66nqC4+6C7vw+oB5aZWcEN25nZx4E2d18XdC155GJ3fz9wFXBLcmg3rSDCvQWYM2K7HmgNoA7JM8nx5Z8DP3H3R4KuJx+4+0HgOWB5sJUE4mLg2uQ480PAR8zsx8GWFCx3b00+tgH/j8Qwd1pBhPtaYKGZzTOzYuBG4NEA6pA8kjyJ+C/AFnf/btD1BMnMas2sJvl7KfBR4PVAiwqAu9/h7vXuPpdETjzj7p8JuKzAmFl5crIBZlYOXAEcd6ZdzsPd3QeAW4EnSZw0+6m7b8p1HfnAzB4EfgecaWYtZvaFoGsK0MXAZ0n0zl5N/lwddFEBmQk8a2YbSHSGfu3uBT8NUKgDfmtm64GXgMfd/YnjNdbyAyIiIaQrVEVEQkjhLiISQgp3EZEQUriLiISQwl1EJIQU7iIiIaRwFxEJof8PP9n442tyMjkAAAAASUVORK5CYII=\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -513,7 +497,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 3.9380 seconds.\n" + "Solving a consumer with portfolio choice took 4.1500 seconds.\n" ] } ], @@ -545,10 +529,8 @@ }, { "data": { - "image/png": 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", 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", 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\n" 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", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -708,7 +684,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with fixed portfolio share took 4.8270 seconds.\n" + "Solving a consumer with fixed portfolio share took 4.9630 seconds.\n" ] } ], @@ -747,10 +723,8 @@ }, { "data": { - "image/png": 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", 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", 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\n" 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UpdxL8tVfIydjhtcRRSQEqfzD1MHSrdS89TjTal5hBnU0uaHsHvtpRiy8m5wFnyYpJsbriCISwlT+YeTUiSOUb3icMRWryWovZ7IbxJ5h+VTP+AHTr11BwbARXkcUkTCh8g9xba0t7HlzFW7bH5lxpoiF1kFlzDQKM79DxnVfZfbEFK8jikgYUvmHqINl2zmycSUZR9cyh3pqSWDLpBWMv+Ie0mcs1AewROSSqPxDyOnGU+x97Q+MKn2WnLa9JLkYdg9fRPW8u5lx9R0siov3OqKIRAiVv8ecz0fp5tdoeu9xZpzaQIG1cHDQFAozHibj+vuYOzHZ64giEoFU/h6prz1K6fp/J6nyWXJ9hznjhrB77KcZteRrZM//FFM1zYKIDCCVfxA5n4+y4g00bVrJrPqNLLI2SuPyeH/mg8z49Fco0KduRSRIVP5B0NRwkr3rf0ti6ZPk+A5w2g1le+ItjL/2AXKmL/Q6nohEIZX/AKrc+S61bzzCzLr1LLQWKmLSeX/Gj5h+w9dZODLB63giEsVU/gHW0d7Ojr/9iaFbVpLbtofJLo6dYz5NwlXfJHPOVWToWL6IhACVf4A01texd+2vSKn4E/PccWpsPIWZ/5Xcm/4TBWMTvY4nIvIxKv9LdHh/CdWv/gszjr/CIjvH3rgZHMv/e2Zd9yWSYjW8IhKa1E4X6YO9m6n7y/9mbsMGEhnEjoTrSLj22+TNudLraCIifVL5X6DyrW9w5m8/Y27zu0xwg9k8cQXpy77PgqRUr6OJiPSbyr+fSt9/jfYN/4sZLdtpYDjvJX+D3GXfZdG4iV5HExG5YCr/PlTuKqRp3Y+Yc7aQWhIozHiYGbc+zOJRY7yOJiJy0VT+vag5UEbNqv/BvMbXOW3DeC/tIWbf8T0W6VO4IhIBVP7dNJ9uYOcz/8ScqicYg1E0+Svk3fkPLNblmiISQVT+fs7nY+tf/sCU9/8ni6ijeNR1JN/1zyyeopnzRSTyqPyB2pqDVP3pQeY3b6IyZhonP/MI+Qtv8DqWiMiAierydz4fxWt+Q/b2n5LrWilM/zb5X/gHYnXTFBGJcFFb/k0NJyn/7b0saHqdkrjpjPj8IyzKnO11LBGRoOhzljEze8zMjpvZ7l6Wm5n9wswqzGynmc0LfMzAqtixiYb/u4Q5jRspTH2I7O+/TbKKX0SiSH+mmHwcuPE8y28CMv1f9wOPXHqsgVP88r+TvHoZ8a6FspueYdFXf8qgmBivY4mIBFWfh32cc2+ZWep5VlkGPOGcc0ChmSWY2STn3JFAhQwE5/NR+Pv/xuKq37J38EwmfeN58hIneR1LRMQTgTjmPxmo6vK82v/aJ8rfzO6n818HpKSkBGDT/dPR3s6WX3+FxafW8n7CUuY8+HviBw8J2vZFREJNIO4sYj285npa0Tm30jmX75zLT0wMzoem2tta2faLFRScWkvhlHtZ8O0nVfwiEvUCUf7VQHKX51OAmgC87yVzPh9bf/NV8htfozD1IRbd93NMd9ISEQlI+a8BvuK/6mcR0BAqx/sLH/8eBafW8t6Ur7Poqz/1Oo6ISMjo85i/mT0NXAOMM7Nq4EdAHIBz7lFgHbAUqACaga8NVNgL8f4Lv2TxoZVsHn0ji77+r17HEREJKf252ucLfSx3wEMBSxQAFTs2MWf7j9k1ZC5zHnpCh3pERLqJuFZsajjJkBe/Tr2NYsp9TxMXP9jrSCIiISfiyr/st/cx0XecupseZYyu4xcR6VFElf+2v/6J/KYNbE69n1zNyiki0quIKf+GU7VMeffvqYxJI/9LP/E6johISIuY8i/7w39mjGvA3forHecXEelDRJR/SdF6CurXsTnpy2TMvsLrOCIiIS/sy9/X0UHsX3/AMS5jzpf1QS4Rkf4I+/Lf8vKjZHZUUDXvvzN0+Eiv44iIhIWwLv+zZ5qYuv1fKIvNZt5nv+F1HBGRsBHW5b9jzS8Yz0k6rv+JbsgiInIBwrb8W1vOkVb2O/bGzyRv0fluNCYiIt2FbflvX7eSCdTRvvhhr6OIiISdsCx/5/Mxftd/UBkzjZlXL/c6johI2AnL8q/Y8Q6pvkPU5nxZM3aKiFyEsGzOk5t+zzkXR87193gdRUQkLIVd+becayandj27R13F6DHjvI4jIhKWwq7892x8ltGcYXD+l72OIiIStsKu/GN2Ps1xxpJ3+a1eRxERCVthVf4NJ0+Q11zM/ok3ERPb5x0oRUSkF2FV/mVvPkOcdTC24C6vo4iIhLWwKv/B5Ws4QiKZc670OoqISFgLm/JvOFVLbvMWDk64Xtf2i4hcorBp0fI3nyXeOhiz4PNeRxERCXthU/5x5S9zlHFkzbvG6ygiImEvLMq/sb6OvDObOaBDPiIiAREWTVr+1vPEWzsJ+Z/zOoqISEQIi/IfVL6WE4wha961XkcREYkIIV/+rS3nyGrazP6xV+puXSIiARLy5V9W9Coj7CyDp3/W6ygiIhEj5Mu/eefLnHXx5Cy+2esoIiIRI6TL3/l8pNS+Rdnw+QwZNsLrOCIiESOky/9AyWYmcYLWaZ/xOoqISEQJ6fI/tvklAKYtucPjJCIikSWky39M9Qb2xWYyLmmq11FERCJKyJZ/3bFqMtvKqE36lNdRREQiTsiWf+W7qxlkjsT5y7yOIiIScfpV/mZ2o5mVmVmFmX2/h+XXmFmDmW33f/3jJSc7VEQ9I0ifufiS30pERD6uz3shmlkM8Gvg00A1sNnM1jjn9nZb9W3nXMAuxk9oKqd6cAYJmshNRCTg+tOsBUCFc26/c64VeAYY0GMx7W2tpLR9wOmEnIHcjIhI1OpP+U8Gqro8r/a/1t1iM9thZq+a2fSe3sjM7jezYjMrPnHiRK8bPFy5myHWRsykWf2IJyIiF6o/5W89vOa6Pd8KTHXOzQZ+CbzY0xs551Y65/Kdc/mJiYm9bvBE5RYAxqbP70c8ERG5UP0p/2ogucvzKUBN1xWcc43OudP+x+uAODMbd7Gh2qp30upiSM6ac7FvISIi59Gf8t8MZJpZmpnFAyuANV1XMLOJZmb+xwX+96272FDDT5VQFZtC/OAhF/sWIiJyHn1e7eOcazezbwHrgRjgMefcHjN7wL/8UeBO4EEzawfOAiucc90PDfVb0rl9fDB6IekX+wYiInJefZY/fHQoZ1231x7t8vhXwK8CEajuWDXjqKdi/IxAvJ2IiPQg5C6irynbDMCIqXO8DSIiEsFCrvzPHNwGwJScAo+TiIhErpAr/9gTezjGZSSMm+h1FBGRiBVy5X/Z6X0cHZrhdQwRkYgWUuV/7uwZkjuqaB6b53UUEZGIFlLlX12+jVjzET95ttdRREQiWkiV/yn/tA7jM+d5nEREJLKFVPl3HNlFsxtMUlqP88KJiEiAhFT5j2wopSoujZjYfn32TERELlLIlL/z+UhuraR+dLbXUUREIl7IlP/Rqn2MohkmzPQ6iohIxAud8vdP6zA6ba7HSUREIl/IlP+56p34nJGck+91FBGRiBcy5T+4bi+HB01i+MgEr6OIiES8kCn/Cc3lnBiuaR1ERIIhJMq/qeEkk90xWsbp+n4RkWAIifI/XFoMwNDkOd4GERGJEiFR/g0HtgIwKXuBx0lERKJDSJS/HdtNPSMYn5TmdRQRkagQEuWf0FjG4fh0bFBIxBERiXiet21HezvJbQdoGpPrdRQRkajheflXV+5mqLUSM0nTOoiIBIvn5X+ionNah7HTNIe/iEiweF7+bYd30upiSM5W+YuIBIvn5T/sZAnVMcnEDx7idRQRkajhefknnaugbqTm8BcRCSZPy7/uWDWJnKJjvKZ1EBEJJk/Lv8Y/h/+IlDlexhARiTqelv+ZQ9sBmJxT4GUMEZGo42n5xx7fw3HGMiZxkpcxRESijqflf9npco4MzfQygohIVPKs/J3Px5SOaprHaloHEZFg86z8W1uaibMO4ifP8iqCiEjU8qz821uaARifqRu2i4gEm3fH/NvO0uwGk5Sma/xFRILNs/If1H6Wqrg0YmJjvYogIhK1PCv/eNdK/WhN6yAi4oV+lb+Z3WhmZWZWYWbf72G5mdkv/Mt3mlmfU3TG0AETZlxMZhERuUR9lr+ZxQC/Bm4C8oAvmFlet9VuAjL9X/cDj/Rn46PTNI2ziIgX+vObfwFQ4Zzb75xrBZ4BlnVbZxnwhOtUCCSYWR8f2zWSc3Slj4iIF/pT/pOBqi7Pq/2vXeg6mNn9ZlZsZsVNDGf4yIQLjCsiIoHQn/K3Hl5zF7EOzrmVzrl851z+yCRN6yAi4pX+lH81kNzl+RSg5iLWERGRENGf8t8MZJpZmpnFAyuANd3WWQN8xX/VzyKgwTl3JMBZRUQkQPr8hJVzrt3MvgWsB2KAx5xze8zsAf/yR4F1wFKgAmgGvjZwkUVE5FL16+O1zrl1dBZ819ce7fLYAQ8FNpqIiAwUz2/gLiIiwafyFxGJQip/EZEopPIXEYlC1nmu1oMNmzUBZZ5s/MKMA2q9DtEPyhlY4ZAzHDKCcgZatnNu5KW+iZeT6Zc550J+ch8zK1bOwFHOwAmHjKCcgWZmxYF4Hx32ERGJQip/EZEo5GX5r/Rw2xdCOQNLOQMnHDKCcgZaQHJ6dsJXRES8o8M+IiJRSOUvIhKFBrz8B+Lm7wOQMdnMNppZiZntMbP/0sM615hZg5lt93/9Y7Bz+nMcMLNd/gyfuOQrRMYzu8s4bTezRjN7uNs6noynmT1mZsfNbHeX18aa2Wtmts//fUwvP3vefXmAM/6zmZX6/0xfMLOEXn72vPtHEHL+2MwOd/lzXdrLzwZlLM+T89kuGQ+Y2fZefjaY49ljDw3Y/umcG7AvOqeArgSmAfHADiCv2zpLgVfpvBvYIqBoIDP1knMSMM//eCRQ3kPOa4BXgp2th6wHgHHnWe75ePawDxwFpobCeAJXAfOA3V1e+z/A9/2Pvw/8rJf/jvPuywOc8TNArP/xz3rK2J/9Iwg5fwx8tx/7RFDGsrec3Zb/K/CPITCePfbQQO2fA/2b/wDd/D2wnHNHnHNb/Y+bgBJ6uAdxmPB8PLu5Dqh0zh30MMNHnHNvASe7vbwM+IP/8R+A23r40f7sywOW0Tn3V+dcu/9pIZ13y/NUL2PZH0EbSzh/TjMz4PPA0wO1/f46Tw8NyP450OUfsJu/B4uZpQJzgaIeFi82sx1m9qqZTQ9uso844K9mtsXM7u9heUiNJ513fuvtL1YojCfABOe/85z/+/ge1gmlcf06nf+660lf+0cwfMt/eOqxXg5RhNJYXgkcc87t62W5J+PZrYcGZP8c6PIP2M3fg8HMRgCrgIedc43dFm+l89DFbOCXwItBjvehy51z84CbgIfM7Kpuy0NpPOOBW4Hne1gcKuPZXyExrmb2Q6AdeLKXVfraPwbaI0A6MAc4Quchle5CYiz9vsD5f+sP+nj20UO9/lgPr513TAe6/MPm5u9mFkfngD/pnFvdfblzrtE5d9r/eB0QZ2bjghwT51yN//tx4AU6/7nXVUiMp99NwFbn3LHuC0JlPP2OfXhozP/9eA/reD6uZnYPcDPwJec/0NtdP/aPAeWcO+ac63DO+YD/6GX7no8lgJnFAsuBZ3tbJ9jj2UsPDcj+OdDlHxY3f/cf9/sdUOKc+3kv60z0r4eZFdA5dnXBSwlmNtzMRn74mM6TgLu7reb5eHbR629VoTCeXawB7vE/vgd4qYd1+rMvDxgzuxH4HnCrc665l3X6s38MqG7nl27vZfuejmUX1wOlzrnqnhYGezzP00MDs38G4Qz2UjrPWlcCP/S/9gDwgP+xAb/2L98F5A90ph4yXkHnP5F2Atv9X0u75fwWsIfOs+iFwBIPck7zb3+HP0tIjqc/xzA6y3x0l9c8H086/2d0BGij87ele4HLgA3APv/3sf51k4B159uXg5ixgs5juh/un492z9jb/hHknH/073c76SyfSV6OZW85/a8//uH+2GVdL8eztx4akP1T0zuIiEQhfcJXRCQKqfxFRKKQyl9EJAqp/EVEopDKX0QkCqn8RUSikMpfRCQK/T/IjeCE4ZTkXwAAAABJRU5ErkJggg==", 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\n" }, "metadata": { "needs_background": "light" @@ -870,7 +840,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with share fixed at 1.0 took 4.8880 seconds.\n" + "Solving a consumer with share fixed at 1.0 took 4.8500 seconds.\n" ] } ], @@ -909,10 +879,8 @@ }, { "data": { - "image/png": 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", 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", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -1000,7 +964,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "cdaa4b5b", "metadata": {}, "outputs": [], @@ -1037,4 +1001,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file From 79f56ba17ebca7e084787e0413d644d979522505 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 25 Feb 2022 12:01:54 -0500 Subject: [PATCH 39/52] fix notebook --- .../example_ConsRiskyAssetModel.ipynb | 126 +++++++++++------- 1 file changed, 81 insertions(+), 45 deletions(-) diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 9d3cb1b3c..2797913ef 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -90,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 1.1580 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 1.1550 seconds.\n" ] } ], @@ -123,8 +123,10 @@ }, { "data": { - "text/plain": "
", - "image/png": 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\n" 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", 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -192,7 +196,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.5830 seconds.\n" + "Solving a consumer with risky returns took 0.5780 seconds.\n" ] } ], @@ -225,8 +229,10 @@ }, { "data": { - "text/plain": "
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\n" 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I5CMNy4xhk8uSvNvSzrxvPs68bz7O3c++E3RJIpIn1HMfwz57QS2O4w6PvvE+LzS0cOMlJwVdlojkAYX7GDZ70ji+8YnTAXh/937ebWkPuCIRyRcK95CYXJ7k6fXbueEX9QB8pq6GK06fEnBVIhIUhXtIXD53Mq9s3knTrv1sam2nu7dP4S5SwBTuIbFgThUL5lQBcMMv6mncuS/gikQkSAr3EJpcXsRLG1tZ9vJmAP7opInUTigJuCoRySWFewidMqWMvZ093PbgGiA1ZPOTz9cFXJWI5JLCPYSu/9AMFp0+hV53vvqb1WzZoSEakUKjcA8hM2NSeRKAWRNLWfXeTn7wxAYAPnraZM6sqQiyPBHJAd2hGnLnzTiBju5e7nzqbe586m1uX66FxkQKgXruIbf47GoWn10NwE33r2L9tr0BVyQiuaBwLyDTKop5cl0z//nXrwNw9ZlTufTUSQFXJSKjQeFeQC4+uYrl67bx4juttLR18l5ru8JdJKQU7gXk4pOr+MNXPwLArb9+nafXb++fSTOlIkk8qkswImGh/80FalZVKS1tnSy4/WkW3P40//H/vBZ0SSKSReq5F6jPfWgG0yqK6elz7n/pPT30QyRkMgp3M1sE3AlEgXvc/TtDjv8Z8LX0ZhvwRXd/PZuFSnaVJ+Ncc05qFk1Dcxs/+cNG/uq+1IqSUyuS/MMnTicSsSBLFJHjMOKwjJlFgbuAq4C5wHVmNndIs3eBS9z9LOBbwNJsFyqj5/K5k5g7tZzGnftZ17SH+158j8ad+4MuS0SOQyY99/lAg7tvBDCzZcBiYN2BBu7+/wa1XwHUZLNIGV3nzRjPb7/0YQBWbGzl2qUreL6hhbM6KhhfmmBa+pmtIjJ2ZBLu1cCWQduNwAVHaP+XwKPDHTCzJcASgNra2gxLlFw6cWIpAP/lodSiY4lohJf/9jIqSxJBliUiRymTcB9u4NWHbWh2Kalw//Bwx919Kekhm7q6umHfQ4I1qTzJgzf9ES17O1m/bS/fe2IDKzftZN70CkoTMUqLdA1eZCzI5H9qIzB90HYN0DS0kZmdBdwDXOXurdkpT4Jwbu0JAJxRXcH3ntjQf6G1JBHlxdsuo6IkHmR5IpKBTMJ9JTDHzGYBW4Frgc8ObmBmtcCDwPXuviHrVUogplUW85PP1/HBng4279jH0uc2smzlZk6eUkYsYpw/czzJeDToMkVkGCOGu7v3mNktwHJSUyHvdfe1ZnZj+vjdwH8FJgA/MjOAHnfX0yFC4PK5kwHY2d7Fz154l28/OrCq5N9dfRo3LDgxqNJE5AjMPZih77q6Oq+vrw/ks+XYbG7dR2t7JwA33f8KlSUJFp6Sem7rhSdO4OKTq4IsT6QgmNmqTDrPujomGaudUNL/LNZFZ0zh/hWbeae5je6+Ph5Z8z7P3nppwBWKyAHquctxu+vpBr67fD0z0sF/xdzJ/O3VQ+9zE5FsUM9dcuaac6rZ1NJOd28fb23byy9XbKaiODWjpqIkwZ/Nr9VSBiI5pnCX41ZdWcx3Pz0PgOffbuHPf/Yy//z4wKSpiMHsqnFEIsaZ1RWaYSOSAxqWkazr6e3Dgb0dPXzo20/R1dPXf+yWS2fzpctmAxA1I6Y15EWOSqbDMgp3GVUNzW007+kA4DuPvcXqxt39x4rjUZZ/5eL+i7QiMjKFu+Sdt7bt4ak3mwHo7u3jjiffxiy1voWZ8fWrTuVT56bWnEvEIlrqQGQYCnfJew+samRTazsAj72xjbeb2/qPxSLGD687h8nlSSA1rj+lIhlInSL5ROEuY8qmlnaeWZ/q1Tvw3eXr2dfVe1Cbv//4XBKxCAZ85NRJWopYCpLCXca0huY2tu5KPTDk1c07uePJtw86HosYF540AYDy4jhfvOQkJpUVAVAUj/ZPxRQJG4W7hMru/d39s26Wr93GA680AtDb5wddpIVU8F915lRmjE9dqD1tajlXnzU1twWLjBKFuxSMNY27Wb11FwB9fc4vV2ymYXtq/L63L/XvOxGLkEhPu6yuLOYz508nEU3dWDVzYikL5mhdHBkbFO4iQEd3L/e+8C6tbV0A7Gjv4t/XvH/Q3HtI3WgVi6TCvygeYeEpk6gaV9R/fN70Ck6bWt6/PaE0wYRBx0VyReEuchjtnT3s705drO3q6eO3rzexa393//GXNrby9gcDM3f2dvYM+z5nVJcTTX8hJKKp9e0rBz3IpKI4zvxZExi88sLk8qTu0JXjorVlRA6jtOjgxwX+9SUnHbH9vq4entvQ0j/E09XbyzPrt7Nr38AXQkNzGz965p0RP7s4HmXqoCmdkYhxVnUFZcmBekqLYpxVU0l00LdCaSLK6dMqDnroZVEsoi8KOSyFu8gIShIxFp0x5aB9nzyn5qBtdz9k6mb9eztpbevs327v7OHVLbvo7h34bfmD3R38Pj0FNPU+qYvHmYhY6npBxAYS34DZk8YdcgNYVVkR04bcJ5CIRZg9qeygLxGAWRNLKUkc/KVhoKUixhiFu0gWmNkhgXrJMA8vuf7Ckd9r2+4OWgZ9KbjDO9vbaG3vOqjde63t/dcSDtjT0X3I7KHePmdbegmIYxWNGLXjSxi6uGc8GmHGhJJDviDKiuJMHuams7Ki2LD7Iwa14w99H4BJZcmDfrM5IBbR2kRHonAXyTNTKpKH3I17Zk3Fcb3nno7uQy4ib9vdwfa9nQft29/dy7st7Qy9Ftfa3kXzkLYAu/Z1sXF7+0H7HGjatf+Q32SyLR41Jo4rYrjFpMePS1BWdOi9DmapZwPHo8MvQT2lvJh47HDHkiRiw3+ZlCXjVB7m3opoxJhakcRs+PctT8ZG5UtK4S5SAMqThwbPxABm+3ywp4O9HYdeoG7r7OGDYX676OtzNu/YR+8wEz9a9naxt+PQIaw+T325HLhGMlhnTy/Pbdg+bG3dvX3s3JfZkFg2xaNG/AjhPr40QfExXFtRuItIzkwuTzK5fOR2QenoHv63jZ4+5/30HdNDObB9byedPcP/3bbOXnYOGVI74MCQ2eFmLfY5hxx/8gj1D6ZwFxFJO9LsozmTyw577OQjHMu2H38us3a6GiEiEkIKdxGREFK4i4iEkMJdRCSEFO4iIiGkcBcRCSGFu4hICCncRURCKLD13M1sL7A+kA/PPxOBlqCLyBM6FwN0LgboXAw4xd1HvGsqyDtU12ey4HwhMLN6nYsUnYsBOhcDdC4GmFlGTznSsIyISAgp3EVEQijIcF8a4GfnG52LAToXA3QuBuhcDMjoXAR2QVVEREaPhmVEREJI4S4iEkKBhLuZLTKz9WbWYGa3BVFDPjCze82s2czeCLqWoJnZdDN72szeNLO1ZvbloGsKipklzexlM3s9fS6+GXRNQTKzqJm9ama/C7qWoJnZJjNbY2avjTQlMudj7mYWBTYAlwONwErgOndfl9NC8oCZXQy0Afe5+xlB1xMkM5sKTHX3V8ysDFgFXFOg/y4MKHX3NjOLA88DX3b3FQGXFggz+xugDih3948HXU+QzGwTUOfuI97QFUTPfT7Q4O4b3b0LWAYsDqCOwLn7c8COoOvIB+7+vru/kv55L/AmUB1sVcHwlLb0Zjz9pyBnPphZDXA1cE/QtYw1QYR7NbBl0HYjBfqfWIZnZjOBc4CXAi4lMOmhiNeAZuAJdy/Uc3EH8FWgL+A68oUDj5vZKjNbcqSGQYS7DbOvIHslcigzGwc8AHzF3fcEXU9Q3L3X3c8GaoD5ZlZww3Zm9nGg2d1XBV1LHrnI3c8FrgJuTg/tDiuIcG8Epg/argGaAqhD8kx6fPkB4H53fzDoevKBu+8CngEWBVtJIC4C/jg9zrwM+IiZ/TLYkoLl7k3p12bgIVLD3MMKItxXAnPMbJaZJYBrgYcDqEPySPoi4k+BN939+0HXEyQzqzKzyvTPxcBHgbcCLSoA7v51d69x95mkcuL37v65gMsKjJmVpicbYGalwBXAYWfa5Tzc3b0HuAVYTuqi2f9197W5riMfmNmvgBeBU8ys0cz+MuiaAnQRcD2p3tlr6T8fC7qogEwFnjaz1aQ6Q0+4e8FPAxQmA8+b2evAy8C/u/tjh2us5QdEREJId6iKiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFREJI4S4iEkL/HxkW2jByHjnRAAAAAElFTkSuQmCC\n" 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", 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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -343,7 +353,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 0.8860 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 0.8580 seconds.\n" ] } ], @@ -377,8 +387,10 @@ }, { "data": { - "text/plain": "
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\n" 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", 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\n" 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", 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -497,7 +513,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 4.1500 seconds.\n" + "Solving a consumer with portfolio choice took 3.8310 seconds.\n" ] } ], @@ -529,8 +545,10 @@ }, { "data": { - "text/plain": "
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\n" 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", 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\n" 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", 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\n" 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", 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -684,7 +708,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with fixed portfolio share took 4.9630 seconds.\n" + "Solving a consumer with fixed portfolio share took 4.8400 seconds.\n" ] } ], @@ -723,8 +747,10 @@ }, { "data": { - "text/plain": "
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Gmk928/27F3H55JygI4nIMBbJsswioNLd9wOY2dPAcqB/uTuQYX3bONKBJqAnylnj1o4jzXxy5UZCDk/97mLmluiDUxG5MJH8m78YONTvdk34vv6+DcwEjgDbgS+6eygqCePc9ppmbnloPSOTk/jhpy9XsYtIVERS7gNtqvazbn8A2AqMBxYA3zazzLc8kdl9ZrbJzDY1NDScY9T488bRVj6xcgNZo1N45rNLmJKfHnQkEYkTkZR7DVDa73YJfTP0/u4GnvM+lcABYMbZT+TuD7l7hbtX5OUl9iXfDjV1cMf3NjAiOYknPnWZjukVkaiKpNxfAaaa2UQzGwncAqw6a0w18H4AMysApgP7oxk0ntS3nuKO723gVHeIxz+1iPLctKAjiUicGfQDVXfvMbP7gZ8DycBKd99hZp8JP74C+CrwqJltp28Z5wF3PzaEuYet9s4e7n7kFRpaO3ni3suYUfiW1SsRkQsW0ZeY3H01sPqs+1b0+/UR4HeiGy3+9PSG+MJTr7KrtoXvffJSFpaNDTqSiMQpfUP1InF3vvI/O3hhdz1f+/Ac3jsjP+hIIhLH9PXHi+Th/zvAE+ur+fR7JnHH4glBxxGROKdyvwie317L36zexXVzC3ng2rdsIhIRiTqV+xDbcaSZP/zhaywozeafP75Al8QTkYtC5T6EGts6ue+xzWSNTuGhO99Fakpy0JFEJEHoA9Uh0tUT4rNPbqGhrZNnPn05+ZmpQUcSkQSimfsQ+euf7GDjgSb+/qPzmF+aHXQcEUkwKvch8OSGg6d3xnz4krPPWBMRGXoq9yjbfPA4X1m1g6um5/En2hkjIgFRuUfRsbZOPv/kFoqyRvOvN19CsnbGiEhA9IFqlPT0hvjCD17leEcXz31uCVljUoKOJCIJTOUeJf/4i72s29/IP940n9njdcENEQmWlmWi4Gev17HixX3cdlkZH3tXSdBxRERU7hequrGDP37mNeaXZPHlD84KOo6ICKByvyBdPSHuf2oLZvCd2xcyaoS+gSoisUFr7hfg73+2m201zay4YyElY8cEHUdE5DTN3M/TC7uP8vDLB7hz8QSunVMUdBwRkd+icj8Pdc2n+KMfvsbMoky+dP3MoOOIiLyFyv0c9YacLz79Kp09Ib592yU66VFEYpLW3M/Rv/36DTYcaOKfbprP5Lz0oOOIiAxIM/dzsG5fI9964Q1uXFjMR7WfXURimMo9Qo1tnXzx6Vcpz0njq8vnBB1HROQdRVTuZnatme0xs0oze/BtxlxlZlvNbIeZvRjdmMEKhZw/euY1Tpzs5lu3XULaKK1miUhsG7SlzCwZ+A5wDVADvGJmq9x9Z78x2cC/A9e6e7WZ5Q9R3kB87+UD/O+eBv56+WydGyMiw0IkM/dFQKW773f3LuBpYPlZY24DnnP3agB3r49uzOC8dugE3/jZbj4wu4A7F08IOo6ISEQiKfdi4FC/2zXh+/qbBow1s/81s81m9omBnsjM7jOzTWa2qaGh4fwSX0QdXT38wX9uJS9jFH//0fmY6Xx2ERkeIin3gRrNz7o9AngXcD3wAeAvzGzaW36T+0PuXuHuFXl5eecc9mL7+upd7D/Wzj/dNF/ns4vIsBLJJ4M1QGm/2yXAkQHGHHP3dqDdzF4C5gN7o5IyAL/ZXc8T66u594qJLJmSG3QcEZFzEsnM/RVgqplNNLORwC3AqrPG/DfwbjMbYWZjgMuAXdGNevE0tnXyx89uY0ZhBv/vA9ODjiMics4Gnbm7e4+Z3Q/8HEgGVrr7DjP7TPjxFe6+y8x+BmwDQsDD7v76UAYfKu7Onz63nZaT3Tz+qUU6XkBEhqWINmy7+2pg9Vn3rTjr9j8A/xC9aMF4ZnMNv9h5lD+7bgYzizKDjiMicl70DdV+qhs7+KtVO1g8aRz3XjEp6DgiIudN5R7WG3L+8IdbSUoy/unjC0hK0rZHERm+9D36sBUv7mPTweN88+YFFGePDjqOiMgF0cwd2F7TzL/8ci83zCti+YLxQccREblgKnfgK/+zg5z0kXztw3P0LVQRiQsJX+5bD51g88HjfPo9k8keMzLoOCIiUZHw5f7ImgOkjxrBTRW6+IaIxI+ELvejLaf46bZabqooISNVZ8eISPxI6HJ/Yv1Bet25a0l50FFERKIqYcv9VHcvT26o5v0zCpiQkxZ0HBGRqErYcl+19QhN7V3cs7Q86CgiIlGXkOXu7qxcc4DpBRlcPjkn6DgiIlGXkOW+bn8ju+taueeKcu1rF5G4lJDl/siaKsaOSWH5grOvFigiEh8SrtyrGzv41a6j3HZZmc5qF5G4lXDl/ujaKpLNuHNxedBRRESGTEKVe1tnD89sOsR1c4sozEoNOo6IyJBJqHJ/dtMhWjt7uOeKiUFHEREZUglT7qGQ8+jaKi4py2ZBaXbQcUREhlTClPtv9tRT1djB3Us1axeR+Jcw5b5yzQEKM1NZNqcw6CgiIkMuIcp9T10rayobufPyCaQkJ8QfWUQSXERNZ2bXmtkeM6s0swffYdylZtZrZh+LXsQL9+jaA4wakcRti8qCjiIiclEMWu5mlgx8B1gGzAJuNbNZbzPuG8DPox3yQjS1d/HclsPcuLCYsWm60pKIJIZIZu6LgEp33+/uXcDTwPIBxn0B+BFQH8V8F+ypjdV09oS4a4k+SBWRxBFJuRcDh/rdrgnfd5qZFQMfAVa80xOZ2X1mtsnMNjU0NJxr1nPW3Rvi8XUHWTolh+mFGUP+eiIisSKSch/o2EQ/6/Y3gQfcvfednsjdH3L3CnevyMvLizDi+Xv+9TrqWk5xj7Y/ikiCGRHBmBqgtN/tEuDIWWMqgKfDx+fmAteZWY+7/zgaIc/XI2sOUJ4zhvdOzw8yhojIRRfJzP0VYKqZTTSzkcAtwKr+A9x9oruXu3s58CzwuaCL/dXq47xafYJPLiknKUlntotIYhl05u7uPWZ2P327YJKBle6+w8w+E378HdfZg/LImioyRo3gporSwQeLiMSZSJZlcPfVwOqz7huw1N39rguPdWHqmk+xenstn7i8nPRREf0RRUTiSlx+XfOJ9QfpdeeuJeVBRxERCUTclfup7l6e3HCQq2cWUJYzJug4IiKBiLty/++thzne0c3dS8uDjiIiEpi4Knd355E1VcwozODySTlBxxERCUxclfu6fY3srmvlnqUTCe+5FxFJSHFV7ivXVDEubSQfWjA+6CgiIoGKm3I/2NjOr3cf5fbLykhNSQ46johIoOKm3B9dW0WyGXcsnhB0FBGRwMVFubee6uaZTTVcP6+IgszUoOOIiAQuLsr9mU01tHX26OLXIiJhw77ce0PO99dVsbAsmwWl2UHHERGJCcO+3H+zu56DjR2atYuI9DPsy33lmgMUZaVy7ZzCoKOIiMSMYV3uu+taWLuvkTsvn0BK8rD+o4iIRNWwbsRH11SRmpLErZeWBR1FRCSmDNtyb2rv4r9ePcxHLilhbNrIoOOIiMSUYVvuT22sprMnpNMfRUQGMCzLvbs3xGPrqnj31FymFWQEHUdEJOYMy3Jfvb2Woy2dmrWLiLyNYVnuj6ypYmJuGldNyw86iohITBp25b6l+jhbD53griXlJCXpzHYRkYEMu3J/ZE0VGaNG8NF3lQQdRUQkZkVU7mZ2rZntMbNKM3twgMdvN7Nt4R9rzWx+9KNCXfMpnt9ey8cvLSV91IiheAkRkbgwaLmbWTLwHWAZMAu41cxmnTXsAHClu88Dvgo8FO2gAI+vryLkzl1Lyofi6UVE4kYkM/dFQKW773f3LuBpYHn/Ae6+1t2Ph2+uB6K+ZnKqu5cfbKjm6pkFlI4bE+2nFxGJK5GUezFwqN/tmvB9b+dTwPMDPWBm95nZJjPb1NDQEHlK4MevHuZ4R7dOfxQRiUAk5T7QlhQfcKDZe+kr9wcGetzdH3L3CnevyMvLiziku/PImipmFmWyeNK4iH+fiEiiiqTca4DSfrdLgCNnDzKzecDDwHJ3b4xOvD5r9zWy52grdy8tx0zbH0VEBhNJub8CTDWziWY2ErgFWNV/gJmVAc8Bd7r73miHfGTNAXLSRvKh+eOj/dQiInFp0P2E7t5jZvcDPweSgZXuvsPMPhN+fAXwl0AO8O/hmXWPu1dEI2DVsXZ+vbueL7x3CqkpydF4ShGRuBfRZnF3Xw2sPuu+Ff1+fS9wb3Sj9Xl0bRUjkow7Fk8YiqcXEYlLMf0N1dZT3Ty7uYbr5xaRn5kadBwRkWEjpsv9h5tqaOvs4Z4rtP1RRORcxGy594ac76+t4l0TxjKvJDvoOCIiw0rMlvsLu+upburgHn1pSUTknMVsua98+QDjs1L5wOyCoKOIiAw7MVnuu2pbWLe/kTsvL2dEckxGFBGJaTHZnI+uqSI1JYlbF5UOPlhERN4i5sq9sa2T/9p6mBsXlpA9ZmTQcUREhqWYK/enNlbT1RPibp3ZLiJy3mKq3Lt6Qjy+/iDvnprL1IKMoOOIiAxbMVXuz79ey9GWTm1/FBG5QDFV7ivXVDEpN40rp0V+1ruIiLxVzJT7lurjvHboBHctLScpSWe2i4hciJgp95UvHyAjdQQfXRj1y6+KiCScmCj32uaTPP96HTdXlJI2KqJTiEVE5B3ERLk/vu4g7s4ntf1RRCQqAi/3k129/GBjNdfMKqB03Jig44iIxIXAy/3HWw9zoqNb2x9FRKIo0HJ3dx5Zc4BZRZksmjguyCgiInEl0HJfU9nI3qNt3L20nPCFtUVEJAoCLfdH1hwgN30kH5w/PsgYIiJxJ7By7+wJ8evd9dx22QRSU5KDiiEiEpciKnczu9bM9phZpZk9OMDjZmb/Fn58m5ktHOw5G9s6SUk27lhcdj65RUTkHQxa7maWDHwHWAbMAm41s1lnDVsGTA3/uA/47mDPe7yjmw/OG09+Ruo5hxYRkXcWycx9EVDp7vvdvQt4Glh+1pjlwGPeZz2QbWZF7/SkIXfu1vZHEZEhEUm5FwOH+t2uCd93rmMws/vMbJOZbRqdFGJuSda55hURkQhEUu4D7VH08xiDuz/k7hXuXjGlaGwk+URE5DxEUu41QP8rVZcAR85jjIiIXCSRlPsrwFQzm2hmI4FbgFVnjVkFfCK8a2Yx0OzutVHOKiIiERr0fF137zGz+4GfA8nASnffYWafCT++AlgNXAdUAh3A3UMXWUREBhPR4enuvpq+Au9/34p+v3bg89GNJiIi5yvwUyFFRCT6VO4iInFI5S4iEodU7iIiccj6PgsN4IXNWoE9gbx47MkFjgUdIkbovThD78UZei/OmO7uGYMNimi3zBDZ4+4VAb5+zDCzTXov+ui9OEPvxRl6L84ws02RjNOyjIhIHFK5i4jEoSDL/aEAXzvW6L04Q+/FGXovztB7cUZE70VgH6iKiMjQ0bKMiEgcUrmLiMShQMp9sAtuJwozW2lm9Wb2etBZgmZmpWb2GzPbZWY7zOyLQWcKipmlmtlGM3st/F78VdCZgmRmyWb2qpn9JOgsQTOzKjPbbmZbB9sSedHX3MMX3N4LXEPfRT5eAW51950XNUgMMLP3AG30XX92TtB5ghS+5m6Ru28xswxgM/DhBP17YUCau7eZWQrwMvDF8PWJE46Z/SFQAWS6+w1B5wmSmVUBFe4+6Be6gpi5R3LB7YTg7i8BTUHniAXuXuvuW8K/bgV2McB1eBNB+ELzbeGbKeEfCbnzwcxKgOuBh4POMtwEUe4RXUxbEpeZlQOXABsCjhKY8FLEVqAe+KW7J+p78U3gT4BQwDlihQO/MLPNZnbfOw0Motwjupi2JCYzSwd+BPy+u7cEnSco7t7r7gvoux7xIjNLuGU7M7sBqHf3zUFniSFL3X0hsAz4fHhpd0BBlLsupi0DCq8v/wh40t2fCzpPLHD3E8D/AtcGmyQQS4EPhdeZnwbeZ2ZPBBspWO5+JPxzPfBf9C1zDyiIco/kgtuSYMIfIn4P2OXu/xx0niCZWZ6ZZYd/PRq4GtgdaKgAuPufunuJu5fT1xMvuPsdAccKjJmlhTcbYGZpwO8Ab7vT7qKXu7v3AG9ecHsX8EN333Gxc8QCM3sKWAdMN7MaM/tU0JkCtBS4k77Z2dbwj+uCDhWQIuA3ZraNvsnQL9094bcBCgXAy2b2GrAR+Km7/+ztBuv4ARGROKRvqIqIxCGVu4hIHFK5i4jEIZW7iEgcUrmLiMQhlbuISBxSuYuIxKH/D/yY1wtR4BPZAAAAAElFTkSuQmCC\n" 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", 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\n" 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", 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -825,7 +855,7 @@ "metadata": {}, "outputs": [], "source": [ - "init_portfolio[\"ShareFixed\"] = [1.0]\n", + "init_portfolio[\"RiskyShareFixed\"] = [1.0]\n", "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareConsumerType(**init_portfolio)\n", "RiskyFixedExample.cycles = 0\n" ] @@ -840,7 +870,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with share fixed at 1.0 took 4.8500 seconds.\n" + "Solving a consumer with share fixed at 1.0 took 1.0840 seconds.\n" ] } ], @@ -879,8 +909,10 @@ }, { "data": { - "text/plain": "
", - "image/png": 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\n" 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", 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\n" 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", 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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -964,7 +1000,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "cdaa4b5b", "metadata": {}, "outputs": [], @@ -1001,4 +1037,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} From d66344e4c400ef6538427ef0b62bc91c04c686a7 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 25 Feb 2022 18:58:55 -0500 Subject: [PATCH 40/52] remove limit mechanism until it's figured out --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 4 +- .../example_ConsRiskyAssetModel.ipynb | 126 +++++++----------- 2 files changed, 47 insertions(+), 83 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 99976c11d..49478c0ee 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -1034,8 +1034,8 @@ def h_nrm_func(shock): / solution_next.MPCmax ) - self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow - self.cFuncLimitSlope = self.MPCminNow + self.cFuncLimitIntercept = None + self.cFuncLimitSlope = None def def_BoroCnst(self, BoroCnstArt): """ diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 2797913ef..49000e5dc 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -90,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 1.1550 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 1.1768 seconds.\n" ] } ], @@ -123,10 +123,8 @@ }, { "data": { - "image/png": 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Gmk928/27F3H55JygI4nIMBbJsswioNLd9wOY2dPAcqB/uTuQYX3bONKBJqAnylnj1o4jzXxy5UZCDk/97mLmluiDUxG5MJH8m78YONTvdk34vv6+DcwEjgDbgS+6eygqCePc9ppmbnloPSOTk/jhpy9XsYtIVERS7gNtqvazbn8A2AqMBxYA3zazzLc8kdl9ZrbJzDY1NDScY9T488bRVj6xcgNZo1N45rNLmJKfHnQkEYkTkZR7DVDa73YJfTP0/u4GnvM+lcABYMbZT+TuD7l7hbtX5OUl9iXfDjV1cMf3NjAiOYknPnWZjukVkaiKpNxfAaaa2UQzGwncAqw6a0w18H4AMysApgP7oxk0ntS3nuKO723gVHeIxz+1iPLctKAjiUicGfQDVXfvMbP7gZ8DycBKd99hZp8JP74C+CrwqJltp28Z5wF3PzaEuYet9s4e7n7kFRpaO3ni3suYUfiW1SsRkQsW0ZeY3H01sPqs+1b0+/UR4HeiGy3+9PSG+MJTr7KrtoXvffJSFpaNDTqSiMQpfUP1InF3vvI/O3hhdz1f+/Ac3jsjP+hIIhLH9PXHi+Th/zvAE+ur+fR7JnHH4glBxxGROKdyvwie317L36zexXVzC3ng2rdsIhIRiTqV+xDbcaSZP/zhaywozeafP75Al8QTkYtC5T6EGts6ue+xzWSNTuGhO99Fakpy0JFEJEHoA9Uh0tUT4rNPbqGhrZNnPn05+ZmpQUcSkQSimfsQ+euf7GDjgSb+/qPzmF+aHXQcEUkwKvch8OSGg6d3xnz4krPPWBMRGXoq9yjbfPA4X1m1g6um5/En2hkjIgFRuUfRsbZOPv/kFoqyRvOvN19CsnbGiEhA9IFqlPT0hvjCD17leEcXz31uCVljUoKOJCIJTOUeJf/4i72s29/IP940n9njdcENEQmWlmWi4Gev17HixX3cdlkZH3tXSdBxRERU7hequrGDP37mNeaXZPHlD84KOo6ICKByvyBdPSHuf2oLZvCd2xcyaoS+gSoisUFr7hfg73+2m201zay4YyElY8cEHUdE5DTN3M/TC7uP8vDLB7hz8QSunVMUdBwRkd+icj8Pdc2n+KMfvsbMoky+dP3MoOOIiLyFyv0c9YacLz79Kp09Ib592yU66VFEYpLW3M/Rv/36DTYcaOKfbprP5Lz0oOOIiAxIM/dzsG5fI9964Q1uXFjMR7WfXURimMo9Qo1tnXzx6Vcpz0njq8vnBB1HROQdRVTuZnatme0xs0oze/BtxlxlZlvNbIeZvRjdmMEKhZw/euY1Tpzs5lu3XULaKK1miUhsG7SlzCwZ+A5wDVADvGJmq9x9Z78x2cC/A9e6e7WZ5Q9R3kB87+UD/O+eBv56+WydGyMiw0IkM/dFQKW773f3LuBpYPlZY24DnnP3agB3r49uzOC8dugE3/jZbj4wu4A7F08IOo6ISEQiKfdi4FC/2zXh+/qbBow1s/81s81m9omBnsjM7jOzTWa2qaGh4fwSX0QdXT38wX9uJS9jFH//0fmY6Xx2ERkeIin3gRrNz7o9AngXcD3wAeAvzGzaW36T+0PuXuHuFXl5eecc9mL7+upd7D/Wzj/dNF/ns4vIsBLJJ4M1QGm/2yXAkQHGHHP3dqDdzF4C5gN7o5IyAL/ZXc8T66u594qJLJmSG3QcEZFzEsnM/RVgqplNNLORwC3AqrPG/DfwbjMbYWZjgMuAXdGNevE0tnXyx89uY0ZhBv/vA9ODjiMics4Gnbm7e4+Z3Q/8HEgGVrr7DjP7TPjxFe6+y8x+BmwDQsDD7v76UAYfKu7Onz63nZaT3Tz+qUU6XkBEhqWINmy7+2pg9Vn3rTjr9j8A/xC9aMF4ZnMNv9h5lD+7bgYzizKDjiMicl70DdV+qhs7+KtVO1g8aRz3XjEp6DgiIudN5R7WG3L+8IdbSUoy/unjC0hK0rZHERm+9D36sBUv7mPTweN88+YFFGePDjqOiMgF0cwd2F7TzL/8ci83zCti+YLxQccREblgKnfgK/+zg5z0kXztw3P0LVQRiQsJX+5bD51g88HjfPo9k8keMzLoOCIiUZHw5f7ImgOkjxrBTRW6+IaIxI+ELvejLaf46bZabqooISNVZ8eISPxI6HJ/Yv1Bet25a0l50FFERKIqYcv9VHcvT26o5v0zCpiQkxZ0HBGRqErYcl+19QhN7V3cs7Q86CgiIlGXkOXu7qxcc4DpBRlcPjkn6DgiIlGXkOW+bn8ju+taueeKcu1rF5G4lJDl/siaKsaOSWH5grOvFigiEh8SrtyrGzv41a6j3HZZmc5qF5G4lXDl/ujaKpLNuHNxedBRRESGTEKVe1tnD89sOsR1c4sozEoNOo6IyJBJqHJ/dtMhWjt7uOeKiUFHEREZUglT7qGQ8+jaKi4py2ZBaXbQcUREhlTClPtv9tRT1djB3Us1axeR+Jcw5b5yzQEKM1NZNqcw6CgiIkMuIcp9T10rayobufPyCaQkJ8QfWUQSXERNZ2bXmtkeM6s0swffYdylZtZrZh+LXsQL9+jaA4wakcRti8qCjiIiclEMWu5mlgx8B1gGzAJuNbNZbzPuG8DPox3yQjS1d/HclsPcuLCYsWm60pKIJIZIZu6LgEp33+/uXcDTwPIBxn0B+BFQH8V8F+ypjdV09oS4a4k+SBWRxBFJuRcDh/rdrgnfd5qZFQMfAVa80xOZ2X1mtsnMNjU0NJxr1nPW3Rvi8XUHWTolh+mFGUP+eiIisSKSch/o2EQ/6/Y3gQfcvfednsjdH3L3CnevyMvLizDi+Xv+9TrqWk5xj7Y/ikiCGRHBmBqgtN/tEuDIWWMqgKfDx+fmAteZWY+7/zgaIc/XI2sOUJ4zhvdOzw8yhojIRRfJzP0VYKqZTTSzkcAtwKr+A9x9oruXu3s58CzwuaCL/dXq47xafYJPLiknKUlntotIYhl05u7uPWZ2P327YJKBle6+w8w+E378HdfZg/LImioyRo3gporSwQeLiMSZSJZlcPfVwOqz7huw1N39rguPdWHqmk+xenstn7i8nPRREf0RRUTiSlx+XfOJ9QfpdeeuJeVBRxERCUTclfup7l6e3HCQq2cWUJYzJug4IiKBiLty/++thzne0c3dS8uDjiIiEpi4Knd355E1VcwozODySTlBxxERCUxclfu6fY3srmvlnqUTCe+5FxFJSHFV7ivXVDEubSQfWjA+6CgiIoGKm3I/2NjOr3cf5fbLykhNSQ46johIoOKm3B9dW0WyGXcsnhB0FBGRwMVFubee6uaZTTVcP6+IgszUoOOIiAQuLsr9mU01tHX26OLXIiJhw77ce0PO99dVsbAsmwWl2UHHERGJCcO+3H+zu56DjR2atYuI9DPsy33lmgMUZaVy7ZzCoKOIiMSMYV3uu+taWLuvkTsvn0BK8rD+o4iIRNWwbsRH11SRmpLErZeWBR1FRCSmDNtyb2rv4r9ePcxHLilhbNrIoOOIiMSUYVvuT22sprMnpNMfRUQGMCzLvbs3xGPrqnj31FymFWQEHUdEJOYMy3Jfvb2Woy2dmrWLiLyNYVnuj6ypYmJuGldNyw86iohITBp25b6l+jhbD53griXlJCXpzHYRkYEMu3J/ZE0VGaNG8NF3lQQdRUQkZkVU7mZ2rZntMbNKM3twgMdvN7Nt4R9rzWx+9KNCXfMpnt9ey8cvLSV91IiheAkRkbgwaLmbWTLwHWAZMAu41cxmnTXsAHClu88Dvgo8FO2gAI+vryLkzl1Lyofi6UVE4kYkM/dFQKW773f3LuBpYHn/Ae6+1t2Ph2+uB6K+ZnKqu5cfbKjm6pkFlI4bE+2nFxGJK5GUezFwqN/tmvB9b+dTwPMDPWBm95nZJjPb1NDQEHlK4MevHuZ4R7dOfxQRiUAk5T7QlhQfcKDZe+kr9wcGetzdH3L3CnevyMvLiziku/PImipmFmWyeNK4iH+fiEiiiqTca4DSfrdLgCNnDzKzecDDwHJ3b4xOvD5r9zWy52grdy8tx0zbH0VEBhNJub8CTDWziWY2ErgFWNV/gJmVAc8Bd7r73miHfGTNAXLSRvKh+eOj/dQiInFp0P2E7t5jZvcDPweSgZXuvsPMPhN+fAXwl0AO8O/hmXWPu1dEI2DVsXZ+vbueL7x3CqkpydF4ShGRuBfRZnF3Xw2sPuu+Ff1+fS9wb3Sj9Xl0bRUjkow7Fk8YiqcXEYlLMf0N1dZT3Ty7uYbr5xaRn5kadBwRkWEjpsv9h5tqaOvs4Z4rtP1RRORcxGy594ac76+t4l0TxjKvJDvoOCIiw0rMlvsLu+upburgHn1pSUTknMVsua98+QDjs1L5wOyCoKOIiAw7MVnuu2pbWLe/kTsvL2dEckxGFBGJaTHZnI+uqSI1JYlbF5UOPlhERN4i5sq9sa2T/9p6mBsXlpA9ZmTQcUREhqWYK/enNlbT1RPibp3ZLiJy3mKq3Lt6Qjy+/iDvnprL1IKMoOOIiAxbMVXuz79ey9GWTm1/FBG5QDFV7ivXVDEpN40rp0V+1ruIiLxVzJT7lurjvHboBHctLScpSWe2i4hciJgp95UvHyAjdQQfXRj1y6+KiCScmCj32uaTPP96HTdXlJI2KqJTiEVE5B3ERLk/vu4g7s4ntf1RRCQqAi/3k129/GBjNdfMKqB03Jig44iIxIXAy/3HWw9zoqNb2x9FRKIo0HJ3dx5Zc4BZRZksmjguyCgiInEl0HJfU9nI3qNt3L20nPCFtUVEJAoCLfdH1hwgN30kH5w/PsgYIiJxJ7By7+wJ8evd9dx22QRSU5KDiiEiEpciKnczu9bM9phZpZk9OMDjZmb/Fn58m5ktHOw5G9s6SUk27lhcdj65RUTkHQxa7maWDHwHWAbMAm41s1lnDVsGTA3/uA/47mDPe7yjmw/OG09+Ruo5hxYRkXcWycx9EVDp7vvdvQt4Glh+1pjlwGPeZz2QbWZF7/SkIXfu1vZHEZEhEUm5FwOH+t2uCd93rmMws/vMbJOZbRqdFGJuSda55hURkQhEUu4D7VH08xiDuz/k7hXuXjGlaGwk+URE5DxEUu41QP8rVZcAR85jjIiIXCSRlPsrwFQzm2hmI4FbgFVnjVkFfCK8a2Yx0OzutVHOKiIiERr0fF137zGz+4GfA8nASnffYWafCT++AlgNXAdUAh3A3UMXWUREBhPR4enuvpq+Au9/34p+v3bg89GNJiIi5yvwUyFFRCT6VO4iInFI5S4iEodU7iIiccj6PgsN4IXNWoE9gbx47MkFjgUdIkbovThD78UZei/OmO7uGYMNimi3zBDZ4+4VAb5+zDCzTXov+ui9OEPvxRl6L84ws02RjNOyjIhIHFK5i4jEoSDL/aEAXzvW6L04Q+/FGXovztB7cUZE70VgH6iKiMjQ0bKMiEgcUrmLiMShQMp9sAtuJwozW2lm9Wb2etBZgmZmpWb2GzPbZWY7zOyLQWcKipmlmtlGM3st/F78VdCZgmRmyWb2qpn9JOgsQTOzKjPbbmZbB9sSedHX3MMX3N4LXEPfRT5eAW51950XNUgMMLP3AG30XX92TtB5ghS+5m6Ru28xswxgM/DhBP17YUCau7eZWQrwMvDF8PWJE46Z/SFQAWS6+w1B5wmSmVUBFe4+6Be6gpi5R3LB7YTg7i8BTUHniAXuXuvuW8K/bgV2McB1eBNB+ELzbeGbKeEfCbnzwcxKgOuBh4POMtwEUe4RXUxbEpeZlQOXABsCjhKY8FLEVqAe+KW7J+p78U3gT4BQwDlihQO/MLPNZnbfOw0Motwjupi2JCYzSwd+BPy+u7cEnSco7t7r7gvoux7xIjNLuGU7M7sBqHf3zUFniSFL3X0hsAz4fHhpd0BBlLsupi0DCq8v/wh40t2fCzpPLHD3E8D/AtcGmyQQS4EPhdeZnwbeZ2ZPBBspWO5+JPxzPfBf9C1zDyiIco/kgtuSYMIfIn4P2OXu/xx0niCZWZ6ZZYd/PRq4GtgdaKgAuPufunuJu5fT1xMvuPsdAccKjJmlhTcbYGZpwO8Ab7vT7qKXu7v3AG9ecHsX8EN333Gxc8QCM3sKWAdMN7MaM/tU0JkCtBS4k77Z2dbwj+uCDhWQIuA3ZraNvsnQL9094bcBCgXAy2b2GrAR+Km7/+ztBuv4ARGROKRvqIqIxCGVu4hIHFK5i4jEIZW7iEgcUrmLiMQhlbuISBxSuYuIxKH/D/yY1wtR4BPZAAAAAElFTkSuQmCC", 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", 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\n" }, "metadata": { "needs_background": "light" @@ -196,7 +192,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.5780 seconds.\n" + "Solving a consumer with risky returns took 0.5760 seconds.\n" ] } ], @@ -229,10 +225,8 @@ }, { "data": { - "image/png": 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", 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\n" 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", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -353,7 +343,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 0.8580 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 0.8700 seconds.\n" ] } ], @@ -387,10 +377,8 @@ }, { "data": { - "image/png": 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", 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\n" 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", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -513,7 +497,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 3.8310 seconds.\n" + "Solving a consumer with portfolio choice took 3.8780 seconds.\n" ] } ], @@ -545,10 +529,8 @@ }, { "data": { - "image/png": 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", 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", 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\n" 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", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -708,7 +684,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with fixed portfolio share took 4.8400 seconds.\n" + "Solving a consumer with fixed portfolio share took 4.3780 seconds.\n" ] } ], @@ -747,10 +723,8 @@ }, { "data": { - "image/png": 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", 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+O38qt146gaQ7z2zYy988+xYH204zuaYs7NJEJAQK94gwMyalgnzG+EoADrS2K9xFCpTCPYLqqoO58B/9/ipiFqxeXfj+6TywYFaYZYnIMFK4R9DsidV85baL06tZl6zfw5qdh0OuSkSGk8I9gmIx40/ePz193HLkFK+9fSTEikRkuCncC0BddSl7j7bzuSfWAME2Bl++7WIaxpSHXJmIDBXNkysAN80azyWTqtl/vJ09x9p5duM+Xmg+EHZZIjKE1HMvANdOH8u/3ncdAMmkc9FXn9VqVpGIU7gXmFjMGF9Vwormg6Qm0nDTrDrmTRkdbmEiklMK9wJ07fSxLFm/hy37j9OVdNbtOsLihb8XdlkikkMK9wL0yMev4JGPXwHAnz75Gza0HA21HhHJPYV7gZs0qpTlG9t55PktABTFjE9eO4UxFcUhVyYi50PhXuDmNo7mhy/t4O9+uTXdVlWa4NPzp4VYlYicL4V7gVtw6QS2ffM2ANydmV9bxl7NpBEZ8bKa525mC8ys2cy2mdmDGV7/pJltSP1ZZWZzMr2P5DczY0J1Ka/sOMyPVu3kR6t2smyjnu4kMhIN2nM3szjwKHAL0AKsMbMl7r65z2k7gOvd/YiZ3QosAq4ZioJlaF0yqZpnN+5j/e6j6bZXv3wz41ObkYnIyJDNsMzVwDZ33w5gZouBO4F0uLv7qj7nvwLU57JIGT7fvedKjp3qBODFrQe5f/HrtBw9pXAXGWGyCffJwO4+xy2cvVf+OeDZTC+Y2UJgIUBjY2OWJcpwiscsPVNmxvgqAH66+m3WpnaVvGbaWOY01IRVnohkKZtwtwxtnvFEsxsJwv26TK+7+yKCIRuampoyvofkjyljy6kpL+Jn61rSbXPqR6W3MhCR/JVNuLcADX2O64E9A08ys8uBHwC3uvu7uSlPwlRRkmDNVz5AR1cSgG/822aef3N/yFWJSDayCfc1wAwzmwa8A9wN3NP3BDNrBJ4C/tjdt+S8SglNUTxGUTyYVDVlXDmHT3Rw56O/xggewv2V2y9mbqP2pRHJN4OGu7t3mdl9wHIgDjzu7pvM7N7U648B/xMYC3zPgt2outy9aejKljB8cHYd63YeoTMZjKj9etshlm/ar3AXyUPmHs7Qd1NTk69duzaUz5bcuOnhFVQUJ/jDKycDMKaimDvmTMIs020aEckFM1uXTedZK1Tldza3YTQ/f62FN945lm6bPbGaGXVVIVYlIqCeu5yHZNJpbQ/mxG890MbHHnuZP5pXz0V1lQDMmzKaeVPGhFmiSOSo5y5DLhYzasqDOfGX14+itqqk37TJxjHlrHzgxrDKEyloCnfJiZJEnFUP3pSeNvnDl3bwyPNb+Pjfv4wZxMz481su4qqp6smLDAeFu+RM32mTfzBnEmt2HuZ0VxJ3eH33Eb6/4rd0XheEv5kxt7GG0qJ4mCWLRJbG3GVYfP4n61j6xr7+bTdcwAMLZoVUkcjIlO2Yu8JdhkVreydv7mlNH/+vpW+yeU8rZcVBz92Ar314Nh9raniPdxARULhLnlu36zDPbOjdK375xn10Jp2LJ1YDUFkS51t/eDmjyorCKlEkL2m2jOS1eVPG9JsmOae+hidW7aT1VCfdSWfllmOc6uimYUw5EPTsP9bUwKWTR4VUscjIop675B13555/WM1b+3qHcY63d3Hh+Eo+OLsuaDDjjjkTuXC8FkxJYVHPXUYsM+PJhdf2a3v0hW383+eaad5/HAB3eG7TPj50yYT0ObdfPpGLtDpWBFDPXUao763Yxv9Z1tyvbXptBddfVJs+njG+inuu0UNhJFp0Q1UKyj++souHlr2VfopMV7dzqrOb6y+qpWcfs+J4jL+84xIm1ZSFVqfI+VK4S0E71Haa//bkbzhxuguArqSzKTUVs+8MnLGVxXzrI5dRnAgWXxXFY1wyqVo7W0reUriLDPD0b97h9d1H08c73z3BiuaDZ5w3b8poLq/vnZUzfVwFn7p2igJf8oLCXSQL63YdprU96N3j8J1fbWXrgbb068d7XiMY1ulx1bTRfODiut7XEjHumDOJqlLNy5ehpXAXyYGu7iQ/ffVt9h5rT7e9tbeVFVsOkumfTlVJ7wS0okSMm2eNT8/VB0jEjVsurmNcZUm6LRYzLdaSrCncRYbQ8fZgsVWP1TsOs3r74X7nvLrzXTa+0zrwWzO6bPIo6qpL+7VNr63gsgGLtqrLinjfBWOJDRgiisc0ZFQoFO4iIXN3kgP+eW070MbLvz3Ur615fxvr+9wLgGAvnpYjp7L+rMsmj2JMRXG/trKiOFc01qR36uxRV13CBbWVZ7zHtHEV2qVzBNAiJpGQmRnxAR3qmROqmDkhu4VWuw+f5HRXd/rYHdbtOsKB46f7nbe/tZ2Ne1o5eqqzX/tru46wbFP/nTjPJh4zyjOE+/TaCqozDBtNHVuRcTipuixB/ejyM9pjZkyvrcj4W8aE6lIqShRHuaSrKZKn+o7V9ziX59N2dic52dHdry2ZdNa3HKW9s397a3sXzfuOn3Ef4WRHF1sPtNF2uqtfe3tnkle2v3vGbyaZflvJVqaRpZgZDWPKM/5AMGDy6DISGV4rScSprSrhvSY4TaguJTHgN5oeFcVxasqL0w+ZiaX+7j0O2qxfW3BcURJnVFlR+nyj//dbn3N72nv+O2MW/IDN1awshbtIRBXFY4wqOzPAbpg5fkg/952jp2hr7zqj/dipTvYeO3OoqTvp7Hr3JMkMQ8QnTnezv7X9jHaAU53v/drRk53p5/sO1LPALR+VF8cpLYoTMyMeg7gZsZgRj1n662wp3EUkpybn+QrgZNI5fvrMHz49Wk910na6i6Q77pBM/TYSHAdf97b3P6fne73P+Z76zKSD0/PbTc/3kf6h1p10jp7spKO7m+5k8D3d7um/u5PB9/0yy/9OhbuIFJTBpp7m+7TU738qu/MyDzqJiMiIpnAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEIUriLiESQwl1EJIJC2xXSzI4DzYOeWBjGAYcGPasw6Fr00rXopWvRa6a7D7rJUJgrVJuz2bayEJjZWl2LgK5FL12LXroWvcwsq73SNSwjIhJBCncRkQgKM9wXhfjZ+UbXopeuRS9di166Fr2yuhah3VAVEZGho2EZEZEIUriLiERQKOFuZgvMrNnMtpnZg2HUkA/M7HEzO2BmG8OuJWxm1mBmL5jZm2a2yczuD7umsJhZqZm9ambrU9fi62HXFCYzi5vZb8zsmbBrCZuZ7TSzN8zs9cGmRA77mLuZxYEtwC1AC7AG+IS7bx7WQvKAmb0faAN+7O6Xhl1PmMxsIjDR3V8zsypgHfCfCvT/FwZUuHubmRUBLwH3u/srIZcWCjP7ItAEVLv7h8OuJ0xmthNocvdBF3SF0XO/Gtjm7tvdvQNYDNwZQh2hc/eVwOGw68gH7r7X3V9LfX0ceBOYHG5V4fBAW+qwKPWnIGc+mFk9cDvwg7BrGWnCCPfJwO4+xy0U6D9iyczMpgJzgdUhlxKa1FDE68AB4Hl3L9Rr8W3gASAZch35woHnzGydmS0824lhhLtlaCvIXomcycwqgZ8Df+burWHXExZ373b3K4B64GozK7hhOzP7MHDA3deFXUseme/uVwK3Al9IDe1mFEa4twANfY7rgT0h1CF5JjW+/HPgJ+7+VNj15AN3PwqsABaEW0ko5gN3pMaZFwM3mdk/hVtSuNx9T+rvA8AvCIa5Mwoj3NcAM8xsmpkVA3cDS0KoQ/JI6ibiD4E33f2RsOsJk5nVmllN6usy4APAW6EWFQJ3/x/uXu/uUwly4lfu/qmQywqNmVWkJhtgZhXAB4H3nGk37OHu7l3AfcBygptm/+Lum4a7jnxgZk8CLwMzzazFzD4Xdk0hmg/8MUHv7PXUn9vCLiokE4EXzGwDQWfoeXcv+GmAQh3wkpmtB14F/t3dl73Xydp+QEQkgrRCVUQkghTuIiIRpHAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEI+v8SXfzJJMQH7wAAAABJRU5ErkJggg==", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -870,7 +840,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with share fixed at 1.0 took 1.0840 seconds.\n" + "Solving a consumer with share fixed at 1.0 took 3.6180 seconds.\n" ] } ], @@ -909,10 +879,8 @@ }, { "data": { - "image/png": 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", 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xLFZs2w/Az977mOUf7Qu4IhEJmsI9BK6ZP41r5k8D4MPdzWzd0xJwRSISNIV7yFSVFfH6B3v4h//8EIBTJpew6OzqgKsSkbGmcA+Zc2ZW8M9vb+e7/74BADNY/+eLSMajAVcmImNJ4R4yt1xUw43nzaTHnaff+5g/fnoNTYfaqZlcEnRpIjKGNBUyhJLxKCWJGDMriwHYsb+VIx3dtHfpfqwihUIj9xCrrkiF+1ce/SUA0Yjx/766kE+fNiXIskRkDCjcQ+yMaRP43s3nsL+1k86uHv76pU2sazykcBcpAAr3EDMzbrmoBgB35+FXN/PJwbaAqxKRsaBwLxBmRnVFMY+/s50X1+0C4CsX1/C7V5wWcGUikgs6oVpA/uc1p/PZs6Zz4SkT6ejq4fm1nwRdkojkiEbuBeSm82dx0/mzAPjDn7zP6x9omWCRsFK4F6gZFUk+OdTG5d97BYBENMJDt5zHebMrgy1MRLJC4V6gfv38mXxyqI2uHgeHp977mDc/3KNwFwmJjMLdzBYBfwtEgUfd/a+GPP8V4L70ZjPwe+7+fjYLlew6tWoC/+eL5/ZtL9vYxIdNLew+nFoXflJpgmjEgipPRE7SqOFuZlHgYeA6oAFYbmbPuvu6AYdtBa5w9/1mdj2wBLg4FwVLbtRMKuHJdxt48t0GAL5w7gz+7svnB1yViJyoTEbuC4HN7r4FwMyeAG4E+sLd3d8ccPzbwKxsFim591c3f4r69JrwP13RwOqGA8EWJCInJZNwnwnsGLDdwLFH5V8F/n2kJ8zsLuAugJqamgxLlLEwv7qc+dXlADQeOMI/vraFB59ZA8DU8iS/f+VpmKlNIzJeZBLuI/1G+4gHml1FKtwvH+l5d19CqmVDXV3diK8hwbvstCn8pL6BZ95vpLOrh5aObm44p5o5U0qDLk1EMpRJuDcAswdszwIahx5kZp8CHgWud/e92SlPgnD53CnU/8m1ANR/tI8vLn6L51bvZMGM1Mh+/vRyplckgyxRREaRSbgvB+aa2RzgY+BW4LaBB5hZDfAUcIe7b8p6lRKY06dOIB41vv/Cxr59F9VO5Cd3fzrAqkRkNKOGu7t3mdm9wAukpkIudfe1ZnZ3+vnFwAPAZODv033ZLnevy13ZMlYqSxK8/M0r2duSmiK59I2PWLahiXe2pm7CHY0Yn5pVQTyqlSxE8om5B9P6rqur8/r6+kB+tpy4Hy/fwbeeXDVo3wOfX8DvXD4noIpECouZrchk8KwrVOW43HTBTGqnlNLZ3QPAN3+8kn9b1UjvRJoLaiZyrq5yFQmcwl2OSzwaYeGcSX3bvzK3ip+uaOC97QcAOHVKKa/84ZXBFCcifdSWkZPS0+McausEYOnrW/nBK5s5Z2YFAJGIcd+iebrzk0gWqS0jYyISMSpLEgDcfOEsNu46TGd3asDw9pa9/PCV/rs/Rcy4at5UKkrigdUrUigU7pI1p0wu5R/u6B9QfOOJ9/jZykbe/LD/soffuvQUvnb1XACS8QhlSQW9SC6oLSM509ndQ+OBI33b3/rpKn6ZnkIJEIsYL/6vz3Bq1YQgyhMZlzJtyyjcZcx8tKeF/9qcuvtTe2c3f/GL9SRiEWLppYUvPXUy//TbFwVZokjeU89d8k7tlFJqB6xPU5KIsXVPMwCbm5p5eUMT53znhb7nLzxlIotvv7BvOxGNENEa8yIZUbhLYG67uH9l0INHOnnk1Q9p7+oGYPveVl7e0MSZf/p83zHTyot45PYLiaQn1VdXJJlWrjVuREaitozkpbbObv71l9tpS4f98q37WLZx97DjvnHtXIpiUSC1Ds51C6aNaZ0iY009dwkVd+etLXtp70xdGbtu5yEeemkT3T2D//+eOb2MRCy1zs2Eohh3XjaHWROL+56fO3UCMa2DI+OYwl1Cr6Orh570/999LR38xS/WcaQjNdLvdnht0/CR/oyKJJ8+vf+iqlkTi/nNutmDblowvTyp3r7kLYW7FLwd+1pZ23iwb/u97Qd4bs1OelKDfw60dtCS/jAYaNbEYi6omdi3XVVWxKKzpw+6Yfi8aWWUFumUlYw9hbvIKNydVzY0sae5vW/flt0tvLyhqa/dc6Sjm08OtQ373kQ0Qu2UkkH75leXc+b08r7teNS4eM5kKgdckRuNGNUVSd2yUE6Ywl0kS9Z8fHDQB8CuQ228vnkvXemVMQH2NndQv20fPRn8OlVXJKkoHhz4586uHLQPYPbEEmonD/4AmZCMcfaMCoZ+NujDonBonrtIlpydXghtoFsuGn6D9/aubgaOlbbva2VVw8FBx2zf18qGnYcG7dt5sI2f1jcM2tcx4IMjE/OmlVGWHPzrnIxHmTe9bFA7CaBqQhEzB5xk7lU7uXTYawBMr0jqZizjkMJdJEt6p2T2OmNaGWdMKzuh1+rucVY1HKCjqz/kHfigqZm9A/6KADjQ2skHTYeHvcb2fa2s2LZ/8Ou6D3rNTCRiEZKx4eFeM7mECSOcdyhPxplROfzDI2LGnCklRCPDX2t6RdGI6wxFLPUXzEgznIpiEZ33OAa9MyJ5KBoxzh9wUrfXJadOPunX3r63lSOdg08kt3Z0sWV3C0O7Sm2d3Xy4u5mh3dv2rh627mke3oZyWP3xwUFrCPU60tF93H+RHItZ6oNkpI5UMhalujLJSM2qoliU6ookIz4JzKwsPupfKhXF8UHnUIaaWpakKD7y98YixvSKZN9FeENFzZhYmjjqax8vhbtIgakZ0sfvNdKHSTZ1dPWwv7Vj2P6uHmfb3pa+WUwDNbd3sWuEE9oAuw+3czh9L4Gh9jR39N1nYKh9LR3s2N961BqbDreP+NxYSMQiHG0WbsRSJ+MzpXAXkTGRiEWOulzEzBHaOEEZemHcQJ8caqO9c/j0WUh9SO082MbRJqm0tHezr+XoHxwtHd3sbxn+4dertaObvS3tvHLUIwZTuIuIDDD0BPRAo30Ineg5luPxyO2ZHadT4CIiIaRwFxEJIYW7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEAlvy18wOAxsD+eH5ZwqwJ+gi8oTei356L/rpveg3z91HvVoqyCtUN2ayJnEhMLN6vRcpei/66b3op/ein5lldCMMtWVEREJI4S4iEkJBhvuSAH92vtF70U/vRT+9F/30XvTL6L0I7ISqiIjkjtoyIiIhpHAXEQmhQMLdzBaZ2UYz22xm9wdRQz4ws6Vm1mRma4KuJWhmNtvMlpnZejNba2ZfD7qmoJhZ0szeMbP30+/FnwVdU5DMLGpm75nZz4OuJWhm9pGZrTazlaNNiRzznruZRYFNwHVAA7Ac+LK7rxvTQvKAmX0GaAYec/ezg64nSGZWDVS7+7tmVgasAH69QP9fGFDq7s1mFgdeB77u7m8HXFogzOybQB1Q7u6fD7qeIJnZR0Cdu496QVcQI/eFwGZ33+LuHcATwI0B1BE4d38NGH6b+ALk7jvd/d3014eB9cDMYKsKhqc0pzfj6X8FOfPBzGYBvwo8GnQt400Q4T4T2DFgu4EC/SWWkZlZLXA+8MuASwlMuhWxEmgCXnL3Qn0v/gb4FtATcB35woEXzWyFmd11rAODCPeR7j5bkKMSGc7MJgBPAt9w90NB1xMUd+929/OAWcBCMyu4tp2ZfR5ocvcVQdeSRy5z9wuA64F70q3dEQUR7g3A7AHbs4DGAOqQPJPuLz8J/Iu7PxV0PfnA3Q8ArwKLgq0kEJcBv5buMz8BXG1m/xxsScFy98b0YxPwNKk294iCCPflwFwzm2NmCeBW4NkA6pA8kj6J+E/Aend/KOh6gmRmVWZWmf66GLgW2BBoUQFw92+7+yx3ryWVE6+4++0BlxUYMytNTzbAzEqBzwJHnWk35uHu7l3AvcALpE6a/djd1451HfnAzB4H3gLmmVmDmX016JoCdBlwB6nR2cr0vxuCLiog1cAyM1tFajD0krsX/DRAYRrwupm9D7wD/MLdnz/awVp+QEQkhHSFqohICCncRURCSOEuIhJCCncRkRBSuIuIhJDCXUQkhBTuIiIh9N88Hap+v83LRwAAAABJRU5ErkJggg==", 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\n" 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", 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\n" }, "metadata": { "needs_background": "light" @@ -994,13 +958,13 @@ " RiskyFixedExample.cFunc[0], # orange\n", " ],\n", " 0.0,\n", - " 20.0,\n", + " 200.0,\n", ")\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "cdaa4b5b", "metadata": {}, "outputs": [], @@ -1037,4 +1001,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file From be5f8707d2c88e1f3f1759d2d0f0e4bcaa001257 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Wed, 2 Mar 2022 15:54:20 -0500 Subject: [PATCH 41/52] Initial distribution engines --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 89 +++++++++++++++++++ 1 file changed, 89 insertions(+) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 49478c0ee..604bf62da 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -19,6 +19,7 @@ ) from HARK.distribution import ( DiscreteDistribution, + add_discrete_outcome_constant_mean, calc_expectation, combine_indep_dstns, IndexDistribution, @@ -1166,3 +1167,91 @@ def v_next(shocks, a_nrm): init_risky_share_fixed = init_risky_asset.copy() init_risky_share_fixed["RiskyShareFixed"] = [0.0] + + +class RiskyAssetShkDiscrete(DiscreteDistribution): + pass + + +class RiskyAssetShkLognorm(RiskyAssetShkDiscrete): + """ + A one-period distribution of a multiplicative lognormal risky asset shock. + + Parameters + ---------- + mu : float + Mean of the lognormal distribution. + sigma : float + Standard deviation of the lognormal distribution. + n_approx : int + Number of points to use in the discrete approximation. + seed : int, optional + Random seed. The default is 0. + + Returns + ------- + RiskyShkDstn : DiscreteDistribution + Risky asset shock distribution. + + """ + + def __init__(self, mu, sigma, n_approx, seed=0): + # Construct an auxiliary discretized normal + logn_approx = Lognormal.from_mean_std(mean=mu, std=sigma).approx( + n_approx if sigma > 0.0 else 1, tail_N=0 + ) + + super().__init__(pmf=logn_approx.pmf, X=logn_approx.X, seed=seed) + + +class RiskyAssetShkWithDisaster(RiskyAssetShkDiscrete): + def __init__(self, pmf, X, DisasterPrb, DisasterShk, seed=0): + super().__init__(pmf, X, seed) + + if DisasterPrb > 0.0: + dstn_approx = add_discrete_outcome_constant_mean( + dstn_approx, p=DisasterPrb, x=DisasterShk + ) + + +class RiskyAssetShkLognormWithDisaster(RiskyAssetShkLognorm): + """ + A one-period distribution for risky return shocks that are a mixture + between a log-normal and a single-value disaster shock. + + Parameters + ---------- + mu : float + Mean of the lognormal distribution. + sigma : float + Standard deviation of the log-shock. + DisasterPrb : float + Probability of the "disaster" shock. + DisasterShk : float + Return shock in the "disaster" state. + n_approx : int + Number of points to use in the discrete approximation. + seed : int, optional + Random seed. The default is 0. + + Returns + ------- + RiskyShkDstn : DiscreteDistribution + Risky asset shock distribution. + + """ + + def __init__(self, mu, sigma, DisasterPrb, DisasterShk, n_approx, seed=0): + + super().__init__( + mu, sigma, n_approx, pmf=dstn_approx.pmf, X=dstn_approx.X, seed=seed + ) + + if DisasterPrb > 0.0: + dstn_approx = add_discrete_outcome_constant_mean( + dstn_approx, p=DisasterPrb, x=DisasterShk + ) + + +class JointLognormalPermShkAndRiskyShk(DiscreteDistribution): + pass From 7a4d0b7025f40193f5c358a55ea9b3fd19f78464 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 8 Mar 2022 10:49:59 -0500 Subject: [PATCH 42/52] Make Rfree time varying --- HARK/ConsumptionSaving/ConsPortfolioModel.py | 34 ++-------- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 65 +++++++++++++++---- 2 files changed, 59 insertions(+), 40 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsPortfolioModel.py b/HARK/ConsumptionSaving/ConsPortfolioModel.py index 12c83377b..734e8477e 100644 --- a/HARK/ConsumptionSaving/ConsPortfolioModel.py +++ b/HARK/ConsumptionSaving/ConsPortfolioModel.py @@ -245,31 +245,6 @@ def update_solution_terminal(self): dvdsFuncFxd=dvdsFuncFxd_terminal, ) - def get_Rfree(self): - """ - Calculates realized return factor for each agent, using the attributes Rfree, - RiskyNow, and ShareNow. This method is a bit of a misnomer, as the return - factor is not riskless, but would more accurately be labeled as Rport. However, - this method makes the portfolio model compatible with its parent class. - - Parameters - ---------- - None - - Returns - ------- - Rport : np.array - Array of size AgentCount with each simulated agent's realized portfolio - return factor. Will be used by get_states() to calculate mNrmNow, where it - will be mislabeled as "Rfree". - """ - Rport = ( - self.controls["Share"] * self.shocks["Risky"] - + (1.0 - self.controls["Share"]) * self.Rfree - ) - self.Rport = Rport - return Rport - def initialize_sim(self): """ Initialize the state of simulation attributes. Simply calls the same method @@ -1303,7 +1278,10 @@ def solve(self): # Adjust some of the existing parameters in the dictionary init_portfolio["aXtraMax"] = 100 # Make the grid of assets go much higher... init_portfolio["aXtraCount"] = 200 # ...and include many more gridpoints... -init_portfolio["aXtraNestFac"] = 1 # ...which aren't so clustered at the bottom -init_portfolio["BoroCnstArt"] = 0.0 # Artificial borrowing constraint must be turned on -init_portfolio["CRRA"] = 5.0 # Results are more interesting with higher risk aversion +# ...which aren't so clustered at the bottom +init_portfolio["aXtraNestFac"] = 1 +# Artificial borrowing constraint must be turned on +init_portfolio["BoroCnstArt"] = 0.0 +# Results are more interesting with higher risk aversion +init_portfolio["CRRA"] = 5.0 init_portfolio["DiscFac"] = 0.90 # And also lower patience diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 604bf62da..a0165dd21 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -19,12 +19,12 @@ ) from HARK.distribution import ( DiscreteDistribution, - add_discrete_outcome_constant_mean, - calc_expectation, - combine_indep_dstns, IndexDistribution, Lognormal, Bernoulli, + add_discrete_outcome_constant_mean, + calc_expectation, + combine_indep_dstns, ) from HARK.interpolation import ( LinearInterp, @@ -34,6 +34,8 @@ ) # RiskyAssetIndShockConsumerType + + class RiskyAssetIndShockConsumerType(IndShockConsumerType): """ A consumer type that has access to a risky asset for his savings. The @@ -45,6 +47,7 @@ class RiskyAssetIndShockConsumerType(IndShockConsumerType): The meaning of "adjusting his portfolio" depends on the particular model. """ + time_vary_ = IndShockConsumerType.time_vary_ + ["Rfree"] shock_vars_ = IndShockConsumerType.shock_vars_ + ["Adjust", "Risky"] def __init__(self, verbose=False, quiet=False, **kwds): @@ -201,20 +204,28 @@ def update_ShareLimit(self): self.ShareLimit = [] for t in range(self.T_cycle): RiskyDstn = self.RiskyDstn[t] - temp_f = lambda s: -((1.0 - self.CRRA) ** -1) * np.dot( - (self.Rfree + s * (RiskyDstn.X - self.Rfree)) ** (1.0 - self.CRRA), - RiskyDstn.pmf, - ) + + def temp_f(s): + return -((1.0 - self.CRRA) ** -1) * np.dot( + (self.Rfree[t] + s * (RiskyDstn.X - self.Rfree[t])) + ** (1.0 - self.CRRA), + RiskyDstn.pmf, + ) + SharePF = minimize_scalar(temp_f, bounds=(0.0, 1.0), method="bounded").x self.ShareLimit.append(SharePF) self.add_to_time_vary("ShareLimit") else: RiskyDstn = self.RiskyDstn - temp_f = lambda s: -((1.0 - self.CRRA) ** -1) * np.dot( - (self.Rfree + s * (RiskyDstn.X - self.Rfree)) ** (1.0 - self.CRRA), - RiskyDstn.pmf, - ) + + def temp_f(s): + return -((1.0 - self.CRRA) ** -1) * np.dot( + (self.Rfree[0] + s * (RiskyDstn.X - self.Rfree[0])) + ** (1.0 - self.CRRA), + RiskyDstn.pmf, + ) + SharePF = minimize_scalar(temp_f, bounds=(0.0, 1.0), method="bounded").x self.ShareLimit = SharePF self.add_to_time_inv("ShareLimit") @@ -235,6 +246,35 @@ def update_ShareGrid(self): self.ShareGrid = np.linspace(0.0, 1.0, self.ShareCount) self.add_to_time_inv("ShareGrid") + def get_Rfree(self): + """ + Calculates realized return factor for each agent, using the attributes Rfree, + RiskyNow, and ShareNow. This method is a bit of a misnomer, as the return + factor is not riskless, but would more accurately be labeled as Rport. However, + this method makes the portfolio model compatible with its parent class. + + Parameters + ---------- + None + + Returns + ------- + Rport : np.array + Array of size AgentCount with each simulated agent's realized portfolio + return factor. Will be used by get_states() to calculate mNrmNow, where it + will be mislabeled as "Rfree". + """ + + Rfree = np.array(self.Rfree) + RfreeNow = Rfree[self.t_cycle - 1] + + Rport = ( + self.controls["Share"] * self.shocks["Risky"] + + (1.0 - self.controls["Share"]) * RfreeNow + ) + self.Rport = Rport + return Rport + def get_Risky(self): """ Sets the attribute Risky as a single draw from a lognormal distribution. @@ -1161,7 +1201,8 @@ def v_next(shocks, a_nrm): # Make a dictionary to specify a risky asset consumer type init_risky_asset = init_idiosyncratic_shocks.copy() init_risky_asset.update(risky_asset_parms) - +# make time varying +init_risky_asset["Rfree"] = [init_idiosyncratic_shocks["Rfree"]] # Number of discrete points in the risky share approximation init_risky_asset["ShareCount"] = 25 From 771c4e77990677696a94c714839923bb78112d32 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 8 Mar 2022 11:41:41 -0500 Subject: [PATCH 43/52] fix Rfree bug --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index a0165dd21..d26ee16bf 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -82,11 +82,17 @@ def update(self): self.update_AdjustPrb() self.update_RiskyDstn() self.update_ShockDstn() + self.update_Rfree() if self.PortfolioBool: self.update_ShareLimit() self.update_ShareGrid() + def update_Rfree(self): + + if isinstance(self.Rfree, (int, float)): + self.Rfree = [self.Rfree] * self.T_cycle + def update_RiskyDstn(self): """ Creates the attributes RiskyDstn from the primitive attributes RiskyAvg, @@ -1201,8 +1207,6 @@ def v_next(shocks, a_nrm): # Make a dictionary to specify a risky asset consumer type init_risky_asset = init_idiosyncratic_shocks.copy() init_risky_asset.update(risky_asset_parms) -# make time varying -init_risky_asset["Rfree"] = [init_idiosyncratic_shocks["Rfree"]] # Number of discrete points in the risky share approximation init_risky_asset["ShareCount"] = 25 From 235c07de169c3381b8f2e4b4523a035e6ff2c754 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 22 Mar 2022 11:19:03 -0400 Subject: [PATCH 44/52] update tests --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 14 ++- .../tests/test_ConsPortfolioFrameModel.py | 104 +++++++--------- .../tests/test_ConsPortfolioModel.py | 2 +- .../example_ConsRiskyAssetModel.ipynb | 116 ++++++++++++------ .../example_ConsRiskyAssetModel.py | 10 +- 5 files changed, 135 insertions(+), 111 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index d26ee16bf..95e5e5553 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -33,10 +33,10 @@ ConstantFunction, ) -# RiskyAssetIndShockConsumerType +# IndShockRiskyAssetConsumerType -class RiskyAssetIndShockConsumerType(IndShockConsumerType): +class IndShockRiskyAssetConsumerType(IndShockConsumerType): """ A consumer type that has access to a risky asset for his savings. The risky asset has lognormal returns that are possibly correlated with his @@ -361,11 +361,13 @@ def get_shocks(self): # This is to preserve compatibility with old name -RiskyAssetConsumerType = RiskyAssetIndShockConsumerType +RiskyAssetConsumerType = IndShockRiskyAssetConsumerType -class RiskyReturnGivenFixedPortfolioShareConsumerType(RiskyAssetIndShockConsumerType): - time_vary_ = RiskyAssetIndShockConsumerType.time_vary_ + ["RiskyShareFixed"] +class RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType( + IndShockRiskyAssetConsumerType +): + time_vary_ = IndShockRiskyAssetConsumerType.time_vary_ + ["RiskyShareFixed"] def __init__(self, verbose=False, quiet=False, **kwds): params = init_risky_share_fixed.copy() @@ -373,7 +375,7 @@ def __init__(self, verbose=False, quiet=False, **kwds): kwds = params # Initialize a basic consumer type - RiskyAssetIndShockConsumerType.__init__( + IndShockRiskyAssetConsumerType.__init__( self, verbose=verbose, quiet=quiet, **kwds ) diff --git a/HARK/ConsumptionSaving/tests/test_ConsPortfolioFrameModel.py b/HARK/ConsumptionSaving/tests/test_ConsPortfolioFrameModel.py index 67a9aa624..14343688b 100644 --- a/HARK/ConsumptionSaving/tests/test_ConsPortfolioFrameModel.py +++ b/HARK/ConsumptionSaving/tests/test_ConsPortfolioFrameModel.py @@ -13,6 +13,7 @@ def setUp(self): self.pcct.solve() + class FramesTestCase(PortfolioConsumerTypeTestCase): def test_frames(self): @@ -24,85 +25,74 @@ def test_frames(self): U_frame = cNrm_frame.children[0] self.assertTrue(U_frame.reward) - self.assertEqual(U_frame.target[0], 'U') + self.assertEqual(U_frame.target[0], "U") bNrm_ffr = cNrm_frame.children[0] + class UnitsPortfolioConsumerTypeTestCase(PortfolioConsumerTypeTestCase): def test_simOnePeriod(self): self.pcct.T_sim = 30 self.pcct.AgentCount = 10 - self.pcct.track_vars += ['aNrm'] + self.pcct.track_vars += ["aNrm"] self.pcct.initialize_sim() - self.assertFalse( - np.any(self.pcct.shocks['Adjust']) - ) + self.assertFalse(np.any(self.pcct.shocks["Adjust"])) self.pcct.sim_one_period() - self.assertAlmostEqual( - self.pcct.shocks['PermShk'][0], - 0.9692322 - ) + self.assertAlmostEqual(self.pcct.shocks["PermShk"][0], 0.9692322) - self.assertAlmostEqual( - self.pcct.shocks['TranShk'][0], - 1.03172631 - ) + self.assertAlmostEqual(self.pcct.shocks["TranShk"][0], 1.03172631) - self.assertAlmostEqual( - self.pcct.shocks['Risky'][0], - 0.96358739 - ) + self.assertAlmostEqual(self.pcct.shocks["Risky"][0], 0.96358739) self.assertAlmostEqual( - self.pcct.state_now['pLvl'][0], - self.pcct.state_prev['pLvl'][0] * self.pcct.shocks['PermShk'][0] + self.pcct.state_now["pLvl"][0], + self.pcct.state_prev["pLvl"][0] * self.pcct.shocks["PermShk"][0], ) - self.assertTrue( - np.any(self.pcct.shocks['Adjust'][0]) - ) + self.assertTrue(np.any(self.pcct.shocks["Adjust"][0])) self.assertAlmostEqual( self.pcct.state_now["mNrm"][0], - self.pcct.state_prev["aNrm"][0] \ - * self.pcct.Rfree / self.pcct.shocks['PermShk'][0] \ - + self.pcct.shocks['TranShk'][0] \ + self.pcct.state_prev["aNrm"][0] + * self.pcct.Rfree[0] + / self.pcct.shocks["PermShk"][0] + + self.pcct.shocks["TranShk"][0], ) self.assertAlmostEqual( # todo: more flexible test self.pcct.controls["Share"][0], - 0.90256316 + 0.90256316, ) self.assertAlmostEqual( self.pcct.controls["cNrm"][0], - self.pcct.solution[0].cFuncAdj(self.pcct.state_now['mNrm'][0]) + self.pcct.solution[0].cFuncAdj(self.pcct.state_now["mNrm"][0]), ) self.assertAlmostEqual( - self.pcct.state_now['aNrm'][0], - self.pcct.state_now["mNrm"][0] - self.pcct.controls["cNrm"][0] + self.pcct.state_now["aNrm"][0], + self.pcct.state_now["mNrm"][0] - self.pcct.controls["cNrm"][0], ) -class SimulatePortfolioConsumerTypeTestCase(PortfolioConsumerTypeTestCase): +class SimulatePortfolioConsumerTypeTestCase(PortfolioConsumerTypeTestCase): def test_simulation(self): self.pcct.T_sim = 30 self.pcct.AgentCount = 10 self.pcct.track_vars += [ - 'mNrm', - 'cNrm', - 'Share', - 'aNrm', - 'Adjust', - 'PermShk', - 'TranShk', - 'bNrm' + "mNrm", + "cNrm", + "Share", + "aNrm", + "Adjust", + "PermShk", + "TranShk", + "bNrm", ] self.pcct.initialize_sim() @@ -110,52 +100,48 @@ def test_simulation(self): self.assertAlmostEqual( self.pcct.history["mNrm"][0][0], - self.pcct.history["bNrm"][0][0] \ - + self.pcct.history['TranShk'][0][0] + self.pcct.history["bNrm"][0][0] + self.pcct.history["TranShk"][0][0], ) self.assertAlmostEqual( - self.pcct.history['cNrm'][0][0], - self.pcct.solution[0].cFuncAdj(self.pcct.history['mNrm'][0][0]) + self.pcct.history["cNrm"][0][0], + self.pcct.solution[0].cFuncAdj(self.pcct.history["mNrm"][0][0]), ) self.assertAlmostEqual( - self.pcct.history['Share'][0][0], - self.pcct.solution[0].ShareFuncAdj(self.pcct.history['mNrm'][0][0]) + self.pcct.history["Share"][0][0], + self.pcct.solution[0].ShareFuncAdj(self.pcct.history["mNrm"][0][0]), ) self.assertAlmostEqual( - self.pcct.history['aNrm'][0][0], - self.pcct.history["mNrm"][0][0] - self.pcct.history["cNrm"][0][0] + self.pcct.history["aNrm"][0][0], + self.pcct.history["mNrm"][0][0] - self.pcct.history["cNrm"][0][0], ) - self.assertAlmostEqual( - self.pcct.history['Adjust'][0][0], 1.0 - ) + self.assertAlmostEqual(self.pcct.history["Adjust"][0][0], 1.0) # the next period self.assertAlmostEqual( self.pcct.history["mNrm"][1][0], - self.pcct.history["bNrm"][1][0] \ - + self.pcct.history['TranShk'][1][0] + self.pcct.history["bNrm"][1][0] + self.pcct.history["TranShk"][1][0], ) self.assertAlmostEqual( - self.pcct.history['cNrm'][1][0], - self.pcct.solution[0].cFuncAdj(self.pcct.history['mNrm'][1][0]) + self.pcct.history["cNrm"][1][0], + self.pcct.solution[0].cFuncAdj(self.pcct.history["mNrm"][1][0]), ) self.assertAlmostEqual( - self.pcct.history['Share'][1][0], - self.pcct.solution[0].ShareFuncAdj(self.pcct.history['mNrm'][1][0]) + self.pcct.history["Share"][1][0], + self.pcct.solution[0].ShareFuncAdj(self.pcct.history["mNrm"][1][0]), ) self.assertAlmostEqual( - self.pcct.history['aNrm'][1][0], - self.pcct.history["mNrm"][1][0] - self.pcct.history["cNrm"][1][0] + self.pcct.history["aNrm"][1][0], + self.pcct.history["mNrm"][1][0] - self.pcct.history["cNrm"][1][0], ) self.assertAlmostEqual( - self.pcct.history['aNrm'][15][0], - self.pcct.history["mNrm"][15][0] - self.pcct.history["cNrm"][15][0] + self.pcct.history["aNrm"][15][0], + self.pcct.history["mNrm"][15][0] - self.pcct.history["cNrm"][15][0], ) diff --git a/HARK/ConsumptionSaving/tests/test_ConsPortfolioModel.py b/HARK/ConsumptionSaving/tests/test_ConsPortfolioModel.py index 9053c8401..089d98452 100644 --- a/HARK/ConsumptionSaving/tests/test_ConsPortfolioModel.py +++ b/HARK/ConsumptionSaving/tests/test_ConsPortfolioModel.py @@ -48,7 +48,7 @@ def test_sim_one_period(self): self.assertAlmostEqual(self.pcct.state_now["aNrm"][0], 7.257027956) - self.assertAlmostEqual(self.pcct.Rfree, 1.03) + self.assertAlmostEqual(self.pcct.Rfree[0], 1.03) self.assertAlmostEqual(self.pcct.state_now["PlvlAgg"], 1.0) diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 49000e5dc..62e2fe02e 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -24,7 +24,7 @@ ")\n", "from HARK.ConsumptionSaving.ConsRiskyAssetModel import (\n", " RiskyAssetConsumerType,\n", - " RiskyReturnGivenFixedPortfolioShareConsumerType,\n", + " RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType,\n", ")\n", "from HARK.utilities import plot_funcs_der, plot_funcs\n" ] @@ -123,8 +123,10 @@ }, { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n", 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\n" 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\n", 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\n" 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\n" 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\n", 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GWBh3M6z8T2dOHT8vZt7Z5WX3iXNsKqlic7GHQx5nkZOspFjumz2Bxfkp3DwxQU/WimsU/jJwdXU6Uyzs+yOUPAedLTB6onPjdtoHITHbr6c719zOK2XVbCp2pkGub+kgKsJwS1YC9/getspMCuz4f5H+UvjLwGItnH7bCfwDf4GmameKhRvuhWn3wPiZfr1xe/RsE5uKq3jpYNXFsfeJsTHcWpDKkrwU5k1O0iInEpIU/jIw1B2H/X+CfX9ynriNjIGcZU7gT77Nb1MsXOzOKa7i5eIqDlc3Ac7Y+08tzGJJfio3jBtFhMbeS4hT+Ev4ajnnTKC2709w/K/Otow5cMdnYMp7Ydhov5ymobWDVw+d5eWDVWzxTaUQHWmYlZXIR2ZNYEl+KuMThvvlXCLBovCX8OLtgiNbYM/voeRZ6GyFxEmw6GvO7JmjJ/rlNBV1zWwq9vBycRU7jtTQ0WUZNTyaRbkpLM1PZUGOunMkvCn8JTxUl8He3znDMxtOO/34N34Yrv97GDv9mvvxvV7LvlP1F/vvL8yMmZUcy0fnZrI0P5XpGaOI0ugcGSAU/hK6WuqcidT2/A5O7QQT6cycufy7zsyZUdc2Lr6lvYvt5WfZVFzFphIP1Q1tRBiYMTGBr67MZ0l+ClnJI/z0HyMSWhT+Elq8XXB4C+z5rTM8s6sNkvPhtm/DdR+AuNRrevuq861sKvawqbiK7eVnaev0PWyVm8zS/BQKc1IYHatFymXgU/hLaPCUvNOt01jp3Ky96X644e+vaclDay0Hz5y/2H+/zzd3zrjRw7h3ZgZL81OZmZlATJS6c2RwUfiLe1rqnLH4e34Hp3Y53TqTb3MCP2fZVXfrtHV2seNILS8frGJTcRWn61svzp3zxWW5LM1PJSd1hObOkUFN4S/B5e2C8k1Ot07pBuhqh5QpsOw7zrKHI1Ku6m3rmzvYUuph48FKXil1pkIeFh3JvMlJPLQ0h0V5KSTHae4ckQsuG/7GmEeBOwCPtXZqL/sLgaeBo75N66y1D/uxRhkIao/C279xWvkNp2F4Isz4uPPkbdq0q+rWOXWuhZeKKtl4sIo3j9bS6bUkxw3hzhvGcltBKrOzExkaramQRXrTn5b/Y8AjwNpLHPOqtfYOv1QkA0dHizM3/u61cOxVMBHOaJ0V34Oc5Vf81O2F/vuXDjrDMYtOnwdgUsoIPrkgi9sKUrleT9eK9Mtlw99au80YMzEItchAcXoPvP1rZ9rk1nrnwavFX3PG5I8ce0Vv1dnl5c1jtWwscgL/1LkWjIHpGaP5vyvyuLUgVcMxRa6Cv/r8Zxtj9gKngS9Ya4t6O8gYswpYBZCRkeGnU0tIaKmDfU/A22udBVKihkL+nTD9I84i5xH9H03T1NbJtrJqNh6sYnOJh/qWDmKiIpg/KYnPLZnE4rxU9d+LXCN/hP9uYIK1ttEYsxJ4Cpjc24HW2jXAGoAZM2ZYP5xb3OT1wrFtsPvXTvdOV5vTf7/yP52lD69gbh1PgzP+/qWDzvj79k4vo4ZHsyQ/hdsKUpk/OZnYIRqfIOIv1/ynyVp7vtvrDcaYnxljkqy1Z6/1vSVE1Z9yRuu8/Rs4dxyGjoTp9zmt/PTr+/025Z5GX/99JW+fPIe1zvj7D98ygVsLUrl54mhNpyASINcc/saYNKDKWmuNMTOBCKDmmiuT0OLtgkMvwa7/hUMbwXohcwEs/n+QfwdED7v8W3gtb588x8aDlbx0sIojvumQp46N5x+X5nBrQSp5aVq7ViQY+jPU8/dAIZBkjKkAvgFEA1hrVwPvAz5tjOkEWoB7rLXq0hko6k85N293r4Xzp2BEKsz7R7jxI5CQedlfb+vs4rXyGl/gezjb2EZUhDMd8v2zJ7K0IJWxoy7/F4eI+Fd/Rvvce5n9j+AMBZWB4mIr/zE49KKzOlb2Ylj+786EapGXnsq4qa2TV8qqeeFAJZtLPDS2dRIbE0lhntN/X5ibwshhmg5ZxE26gybvqD/l9OPvXgvnK95p5U+/77Lz5J9rbuflYg8vHKjk1UPVtHV6SYiN4fbr0lk+NY05kxIZEqUHrkRChcJ/sLsw3cKu/4WyF5y+/OzF70ybfIlWftX5VjYWVfJCUSU7jtTS5bWkjxzKvTMzWD41jRkTdMNWJFQp/Aerhkqnhb97LdSfhNgUmPuQ08q/RF/+8ZomXiyq5IUDlew+cQ6ArKRYHliQxbIpaUwbN1I3bEXCgMJ/MLHWWev2zV84SyB6OyFrESz7N8hd2Wsr31pLaVUDLxxwAv/CCldTx8bzhdtyWDYljUkpmiFTJNwo/AeDtgbY+wd461dQXewsgXjLp2DGxyAx+12He72WPRXnePGA06VzvKYZY2DGhNF87fZ8lk1J04LlImFO4T+QeUrgrV86wd/e4CyKctdPYcrdEPO34d3Z5eXNo7W8UFTJi0WVVJ13hmTOmZTEAwuyubVAUyqIDCQK/4Gmq8NZ/vCtXzozaUbGOGE/85Mw9qa/mTq5s8vLjiO1PLf/DBuLKqlpamdodASFOSksn5rGojwNyRQZqBT+A0VDpTMuf9dj0HAGRmbA0m86D2PFJl08rKPLy+uHa9iw/wwvFlVS19zB8JhIluSnsnJqGoW5KQyL0ZBMkYFO4R/OrIUTr8Oba5yJ1bydznz5d/yXsxxihBPiHV1e/lp+lg37z7DxYBXnmjuIjYlkaUEqK69LZ2FOshY9ERlkFP7hqLPNWft2x8+hcp8zsVqPG7jtnV7+esjDhn1O4Ne3dBA3JIqlBamsmJrGAgW+yKCm8A8nDVWw81HY+StoqobkPLjjv2HaByFmOO2dXraXVPHcvkpeOljJ+dZO4oZEcauvhT8/J0lP2YoIoPAPD6f3wBurndZ+VztMXgazPgVZi2jvsmwvr+bZfWW8dLCKhtZO4oZGcVtBGrdPS2PuJAW+iLybwj9UdXVC6XOwYzWceA2iY+Gmf4CZD9CVkM0bR2p45sn9PH+gknPNHcQPjWLZlDRuvy6duZOSiInStAoi0jeFf6hprXemXHhjDdSfgFEZsOw72Bs+xNvVlvWvnea5/ZuobmgjNiaS26ak8Z7r05k3KVmBLyL9pvAPFfWnYMfPYNfjzgNZE+Zhl3+Hkvh5rN9fxTM/3k1FXQsxUREszk3hPdePYXGehmWKyNVR+Lut8gC89hM48Gdn6OaUv+NUwSf4y5kk1j9/mnLPa0RGGOZNSnJWu5qSSvxQPXglItdG4e8Ga+HIVnjtx3B4M0TH0nLDx3hu+F2sLYF9O2sxppabJybw7fdOZeV16STExrhdtYgMIAr/YOrqgKInndCv3I+NTaV0yj/ys4YFbNjRSqe3nilj4vna7fncPi2d9JFa3lBEAkPhHwztzbD7cXj9p1B/kpaR2WwY92X+rWIatbsMqfFePj4/k7tvHEduWpzb1YrIIKDwD6TW884DWa89As1nqYi/kZ8M+Qh/qipgaG00K6amcff0cczOTiQyQvPhi0jwKPwDobkW3liNfWM1prWevUNu4tttn2FndR5zs5P4wbKxLJuSRuwQXX4RcYfSx58aPfD6I3jf/CURHU1s4Wb+q+0uaodO4YNLx/Ojm8YxZpT68UXEfQp/fzh/mo5tP8TsXovxdvBM1yzWeN9LZsHNfGnmeOZmJxGhbh0RCSEK/2vRWM35l7/P8L2Pge3iz53zeW7kPSy45RZ+PX0siSO08pWIhCaF/1WwTTVUPPd9UoofI9bbxjrvAg5MeoDbF8xm7cTRWsxcREKewv8KtDbUUfb0v5Nd/jhjbSsvRszl9I2fZ+Wi+bxfY/JFJIwo/PuhsbmZfU/+JwWH/odpNLI9eg7Nc77EonkLtCCKiIQlhf8l1DW2sf2ZX3F96X8zhyr2D7mR44u/ydyZC9W1IyJhTeHfi8a2Tp577kly9n6f95gyTkVncnjx41w36y5Q6IvIAKDw76ats4t1294m7tWH+aB9hXNRiVTO+w/GLvz4xcXQRUQGAoW/zyslZ9iz7od8tO03DDftVF3/WVJv/yrExLpdmoiI3w368D91roW1f36KO098l89HHKc2bQ6R7/sRqck5bpcmIhIwgzb8rbX84fVy6l/8N77I07QOTaTjjkdJuO5u9euLyIB32fA3xjwK3AF4rLVTe9lvgB8BK4Fm4B+stbv9Xag/Vda38sjv/sKHz3yXvIiTNOV/gBF3fh+GjXa7NBGRoOhPy/8x4BFgbR/7VwCTfV+3AD/3fQ9J20o9vP6H7/J171o6h43G3v1HYnOXu12WiEhQXTb8rbXbjDETL3HIXcBaa60FdhhjRhlj0q21Z/xVpD94vZY1L73NxO1f4suRb9GUuZTYD/wChie4XZqISND5o89/LHCy288Vvm3vCn9jzCpgFUBGRoYfTt0/rR1dfOe3z/ORI18iK7KS9iUPEzvvc+rbF5FByx/h31uC2t4OtNauAdYAzJgxo9dj/K2+pYMf/PJxPn/2m8TGGCI+9BSRmQuCcWoRkZDlj/CvAMZ3+3kccNoP73vNmto6+fHqn/LVc9+mY8QYhn50HSRNcrssERHXRfjhPdYD9xnHLKA+FPr7Wzu6+Nn/PMKXzv0rraNzGPHZrQp+ERGf/gz1/D1QCCQZYyqAbwDRANba1cAGnGGe5ThDPT8aqGL7q8trWf3L1Xy+5mGaRucz+oFnNYxTRKSb/oz2ufcy+y3wWb9V5Ae/WfcUn6z8Fg3xk0l84DkYNsrtkkREQoo/un1Cysuv72TF/odojxlFwiefUvCLiPRiQE3vcKyqjpQXHiA2op2Yj23AxKe7XZKISEgaMC3/ji4v+x/7PNNMOW23/4To9ClulyQiErIGTPhveOKXvKflaY5m30fCjPe5XY6ISEgbEOF/6NgJ5hb/KxVDJpF57w/cLkdEJOSFffh7vZbTf/gcI00T8ff8AqJi3C5JRCTkhX34b3n+CRa2buFQziriM6e7XY6ISFgI6/CvbWgm462HqYpMI//933C7HBGRsBHW4f/mX37IZE7SteRbmOhhbpcjIhI2wjb8PbW13HR0DeXDb2DM7A+6XY6ISFgJ2/Dfte6/STb1xC7/hublFxG5QmEZ/g2NjUw/uZby4TeQPm2x2+WIiISdsAz/vRsfJ9XUYeb/s9uliIiEpbALf2stiUWPczJiHFm33OF2OSIiYSnswr9493byu0rx5H4IExF25YuIhISwS8/zr/6cZjuE3OUPuF2KiEjYCqvwb2w8z3V1myhKWMqIkYlulyMiErbCKvwPbv49saaVuFs+7HYpIiJhLazCf8jBJ6g0yeTcvMztUkREwlrYhH915QmmtOzi2JjbiYiMdLscEZGwFjbhf3jzWqKMl/T597ldiohI2Aub8E88/BTlkdlMyLvJ7VJERMJeWIT/8bK9TO46RE3We90uRURkQAiL8D+5/fcAZC/SKB8REX8Ii/BPqdhIWXQ+SWOy3C5FRGRACPnwP3qoiBzvYc5nrnC7FBGRASPkw7/itT8BMGH+PS5XIiIycIR8+CedeJ4jUdkkj891uxQRkQEjpMP/xLFD5HeVUjthuduliIgMKCEd/se3/xGA8XPV5SMi4k8hHf6jjr3AicgMUrOmuV2KiMiAErLhf6riOAUdB/CM1yRuIiL+FrLhf3T7n4g0ljGzP+h2KSIiA06/wt8Ys9wYU2qMKTfGfKWX/YXGmHpjzB7f19evtbDoU29wltGMyZlxrW8lIiI9RF3uAGNMJPBT4FagAnjLGLPeWnuwx6GvWmv9tqJ6amMxp4fnkmSMv95SRER8+tPynwmUW2uPWGvbgT8AdwWyqPpzdWR4T9GarBu9IiKB0J/wHwuc7PZzhW9bT7ONMXuNMc8bY6b09kbGmFXGmJ3GmJ3V1dV9nvB40Q4ijCV2orp8REQCoT/h31u/i+3x825ggrX2euAnwFO9vZG1do21doa1dkZycnKfJ2w48hYAYwtm96M8ERG5Uv0J/wpgfLefxwGnux9grT1vrW30vd4ARBtjkq62qGjPXqpJYFRqxtW+hYiIXEJ/wv8tYLIxJtMYEwPcA6zvfoAxJs0Y586sMWam731rrraolMZizsRqLh8RkUC57Ggfa22nMeZB4EUgEnjUWltkjPmUb/9q4H3Ap40xnUALcI+1tmfXUL+cq6slw3uancl+GzgkIiI9XDb84WJXzoYe21Z3e/0I8Ig/CjpRtINpxjJcN3tFRAIm5J7wbTj6JgDjdbNXRCRgQi78oz378JhERqaMv/zBIiJyVUIu/NMaizkzPM/tMkREBrSQCv+62hoy7Gna9GSviEhAhVT4nzz4GoCe7BURCbCQCv+GozsBGDdFN3tFRAIppMI/pmovVSaJkcm9TR0kIiL+ElLhn9ZUopu9IiJBEDLhX1d7lvH2DG0putkrIhJoIRP+J4qcm70jMnWzV0Qk0EIm/Jt8N3vHF8xxuRIRkYEvZMI/xrOPSpNMfFK626WIiAx4IRP+aU3FnInVzV4RkWAIifA/V+NhnK2kXU/2iogERUiE/4mi1wEYkXmzy5WIiAwOIRH+jRdu9k7RzV4RkWAIifCP8ezjjEkhPjHV7VJERAaFkAj/9OZiKnWzV0QkaFwP/7oaD2NtFe0p17tdiojIoOF6+OvJXhGR4HM9/Jt0s1dEJOhcD/8hnr2cNqnEJ6S4XYqIyKDhevinNZfqZq+ISJC5Gv51Zyt1s1dExAWuhv9J35O9cVm62SsiEkyuhn/T0bcAGD9VN3tFRILJ1fCPqd7HKZNG/KhkN8sQERl0XA3/MU0lVI3Id7MEEZFBybXw7+zsIJ1q2rVmr4hI0LkW/h0tjYCe7BURcYNr4e9tbwYgQzd7RUSCzrXwNx3NVJh04kcluVWCiMig5Vr4R3tbdbNXRMQl/Qp/Y8xyY0ypMabcGPOVXvYbY8yPffv3GWOmX+49o+mkI1VP9oqIuOGy4W+MiQR+CqwACoB7jTEFPQ5bAUz2fa0Cft6fk8dpzV4REVf0p+U/Eyi31h6x1rYDfwDu6nHMXcBa69gBjDLGpF/ujcdPmXXFBYuIyLXrT/iPBU52+7nCt+1Kj8EYs8oYs9MYs7OBEcSPSrzSekVExA/6E/6ml232Ko7BWrvGWjvDWjsjbszk/tQnIiIB0J/wrwDGd/t5HHD6Ko4REZEQ0Z/wfwuYbIzJNMbEAPcA63scsx64zzfqZxZQb6094+daRUTET6Iud4C1ttMY8yDwIhAJPGqtLTLGfMq3fzWwAVgJlAPNwEcDV7KIiFyry4Y/gLV2A07Ad9+2uttrC3zWv6WJiEiguL6Gr4iIBJ/CX0RkEFL4i4gMQgp/EZFByDj3al04sTENQKkrJ78yScBZt4voB9XpX+FQZzjUCKrT33KttXHX+ib9Gu0TIKXW2pBfxssYs1N1+o/q9J9wqBFUp78ZY3b6433U7SMiMggp/EVEBiE3w3+Ni+e+EqrTv1Sn/4RDjaA6/c0vdbp2w1dERNyjbh8RkUFI4S8iMggFPPwDsfh7AGocb4zZYowpNsYUGWM+38sxhcaYemPMHt/X14Ndp6+OY8aY/b4a3jXkK0SuZ26367THGHPeGPNQj2NcuZ7GmEeNMR5jzIFu2xKMMS8ZYw75vo/u43cv+VkOcI3/YYwp8f0/fdIYM6qP373k5yMIdX7TGHOq2//XlX38blCu5SXq/GO3Go8ZY/b08bvBvJ695lDAPp/W2oB94UwBfRjIAmKAvUBBj2NWAs/jrAY2C3gjkDX1UWc6MN33Og4o66XOQuDZYNfWS63HgKRL7Hf9evbyGagEJoTC9QQWANOBA922fR/4iu/1V4Dv9fHfccnPcoBrvA2I8r3+Xm819ufzEYQ6vwl8oR+fiaBcy77q7LH/B8DXQ+B69ppDgfp8BrrlH7DF3/3JWnvGWrvb97oBKKaXNYjDhOvXs4clwGFr7XEXa7jIWrsNqO2x+S7gcd/rx4H39vKr/fksB6xGa+1Ga22n78cdOKvluaqPa9kfQbuWcOk6jTEG+ADw+0Cdv78ukUMB+XwGOvz9tvh7sBhjJgI3Am/0snu2MWavMeZ5Y8yU4FZ2kQU2GmN2GWNW9bI/pK4nzspvff3BCoXrCZBqfSvP+b6n9HJMKF3Xj+H86643l/t8BMODvu6pR/voogilazkfqLLWHupjvyvXs0cOBeTzGejw99vi78FgjBkB/AV4yFp7vsfu3ThdF9cDPwGeCnJ5F8y11k4HVgCfNcYs6LE/lK5nDHAn8EQvu0PlevZXSFxXY8xXgU7gt30ccrnPR6D9HMgGbgDO4HSp9BQS19LnXi7d6g/69bxMDvX5a71su+Q1DXT4h83i78aYaJwL/ltr7bqe+6215621jb7XG4BoY0xSkMvEWnva990DPInzz73uQuJ6+qwAdltrq3ruCJXr6VN1oWvM993TyzGuX1djzP3AHcCHrK+jt6d+fD4CylpbZa3tstZ6gV/0cX7XryWAMSYKuBv4Y1/HBPt69pFDAfl8Bjr8w2Lxd1+/36+AYmvtD/s4Js13HMaYmTjXriZ4VYIxJtYYE3fhNc5NwAM9DnP9enbTZ6sqFK5nN+uB+32v7wee7uWY/nyWA8YYsxz4MnCntba5j2P68/kIqB73l/6uj/O7ei27WQqUWGsretsZ7Ot5iRwKzOczCHewV+LctT4MfNW37VPAp3yvDfBT3/79wIxA19RLjfNw/om0D9jj+1rZo84HgSKcu+g7gDku1JnlO/9eXy0heT19dQzHCfOR3ba5fj1x/jI6A3TgtJY+DiQCm4BDvu8JvmPHABsu9VkOYo3lOH26Fz6fq3vW2NfnI8h1/tr3uduHEz7pbl7Lvur0bX/swuex27FuXs++ciggn09N7yAiMgjpCV8RkUFI4S8iMggp/EVEBiGFv4jIIKTwFxEZhBT+IiKDkMJfRGQQ+v+lmDvs9BoN+QAAAABJRU5ErkJggg==\n" + "image/png": 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\n", 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\n" 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\n", 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\n" 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\n", 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\n" 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\n", 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1cN/TxeypauKbN03nvqWFXkcSkQgWzLDMIqDUOVcGYGYvAKuA3uXugCTz3/eeCDQA3SHOGrUO15/k7vVbqWvt4Md3LmD5zHFeRxKRCBdMuecAlb22q4ArzzvmUeBVoAZIAm53zvnOfyMzWwusBcjPz7+UvFHn/eOt3LluK109Pp6/fzHz8tO8jiQiUSCYMfe+5t6587ZvBHYB2cBc4FEzS/7AH3LuCedckXOuKCMj4yKjRp991c38/U/+ggM2PHCVil1EQiaYcq8C8npt5+I/Q+/tXuAl51cKlANTQxMxOu2saGT1k1sYOXQIv3zgKiaPTfI6kohEkWDKfRswycwKzWwocAf+IZjeKoCPApjZWGAKUBbKoNFkX3Uzn1n/LqNHDWXDA4spSB/ldSQRiTL9jrk757rN7GHgdSAeWO+cKzGzBwP7Hwe+CzxlZnvxD+M84pyrH8DcEevQ8Vbu/ulWkocn8Nz9i8lJHeF1JBGJQkHdxOSc2whsPO+1x3v9vgb4eGijRZ/D9Se5c91WEuLjeO7+K1XsIjJgdIfqIKlr7eDu9Vvp8Tk2rF3M+DEaihGRgaPVkwfByY5u/uGpbdS3drL+noVM0sVTERlgKvcB1tXj46HndlBS08yjn57H3LxUryOJSAzQsMwAcs7xjZf38ebBOv7lU7P46LSxXkcSkRihM/cB9JO3ythQXMnnr5/I6kW6I1dEBo/KfYC8XnKM7/3uAJ+YncWXPjbZ6zgiEmNU7gOgpKaZL23YxeycFL5/2xytniQig07lHmK1rae5/+liUkYk8ORnihieEO91JBGJQbqgGkKd3T4eenYHDac6+a8Hr9ZCGyLiGZV7CH33tf1sO9zID1fPY2ZOitdxRCSGaVgmRH6xrZJnthzhgY9M4OY52V7HEZEYp3IPgZ0VjXzjlX0sm5TOV5frScci4j2V+2U60dbBP/58B2NThvHDO+YRr5kxIhIGNOZ+GXp8ji9u2EXDqU5e/tzVpI0a6nUkERFAZ+6X5bE3Stn0fj3fuXkGM7J1AVVEwofK/RK9XVrPD/54iE/Oy+GOhXn9/wERkUGkcr8EtS2n+cILO7kiI5H/+3czMdM4u4iEF425X6TuHh+ff34nJzt6eP7++Ywapq9QRMKPmuki/eCPh9ha3sD3b5ujRTdEJGxpWOYivHGwlsfe+Cu3F+Vxy4Jcr+OIiFyQyj1INU3tfGnDLqaOS+I7q2Z4HUdE5EMFVe5mttzMDppZqZl97QLHXGtmu8ysxMz+HNqY3urq8fHwczvo6vbxozvn60mPIhL2+h1zN7N44DHgBqAK2GZmrzrn9vc6JhX4EbDcOVdhZpkDlNcTP/zv99lR0cQPV89jQkai13FERPoVzJn7IqDUOVfmnOsEXgBWnXfMp4GXnHMVAM652tDG9M675Q089kYpt8zP1QPBRCRiBFPuOUBlr+2qwGu9TQbSzOxNM9tuZp/p643MbK2ZFZtZcV1d3aUlHkTN7V18acMuctNGapxdRCJKMOXe1x067rztIcAC4BPAjcA3zewDC4c6555wzhU554oyMjIuOuxgcs7xjVf2cazlNP9xx1wSNZ9dRCJIMI1VBfS+vz4XqOnjmHrn3EngpJm9BcwBDoUkpQde3lnNr3fX8OUbJjMvP83rOCIiFyWYM/dtwCQzKzSzocAdwKvnHfMrYJmZDTGzkcCVwHuhjTp4Kk6c4lu/KmFhQRqfu26i13FERC5av2fuzrluM3sYeB2IB9Y750rM7MHA/sedc++Z2e+APYAPWOec2zeQwQdKV4+PL2zYiRn84Pa5ej67iESkoAaSnXMbgY3nvfb4edv/Cvxr6KJ54//9qZSdgWmPuWkjvY4jInJJdIdqL9sON/Don97nU/NzNO1RRCKayj2gub2LL74QmPZ4s6Y9ikhk0/w+/NMevxmY9vjLB68iaXiC15FERC6LztyBV3ZV8+ruGr7w0UnM17RHEYkCMV/uTac6+dYr/mmPD2nao4hEiZgv9+feraC1o5vv3DxT0x5FJGrEdLl3dvt4+p3DLJ2YzvTsZK/jiIiETEyX+69313C8pYM1ywq9jiIiElIxW+7OOZ7cVMakzESumRzeDzETEblYMVvub5ee4MCxVtYsK8RMY+0iEl1ittzXbS4jPXEoq+ae/2h6EZHIF5Pl/v7xVt48WMdnrirQeqgiEpVistzXbSpn2JA47lo83usoIiIDIubKva61g5d3VnPLglxGjxrqdRwRkQERc+X+zJYjdPb4uG+ppj+KSPSKqXI/3dXDz7cc4WPTMrkiI9HrOCIiAyamyv3FHVU0nOxkzbIJXkcRERlQMVPuPp/jp5vKmZWTwpWFo72OIyIyoGKm3N84WEtZ/UndtCQiMSFmyv3JTWVkpQxn5awsr6OIiAy4mCj3fdXNbClr4N4lBSTEx8Q/sojEuKCazsyWm9lBMys1s699yHELzazHzG4NXcTL9+SmMkYNjeeORfleRxERGRT9lruZxQOPASuA6cBqM5t+geO+B7we6pCXo6apndf2HOX2hfkka21UEYkRwZy5LwJKnXNlzrlO4AVgVR/HfR54EagNYb7L9vQ7h3HOce+SAq+jiIgMmmDKPQeo7LVdFXjtLDPLAT4JPP5hb2Rma82s2MyK6+rqLjbrRWvr6Oa5dytYMSuLvNEjB/zzRETCRTDl3te8QXfe9r8Djzjnej7sjZxzTzjnipxzRRkZA79AxoZtlbSe7uZ+3bQkIjFmSBDHVAF5vbZzgZrzjikCXgjMH08HVppZt3PulVCEvBTdPT7Wby5nYUEac/NSvYohIuKJYMp9GzDJzAqBauAO4NO9D3DOnX0Kl5k9BbzmZbEDvF5ynOqmdr550weu/YqIRL1+y905121mD+OfBRMPrHfOlZjZg4H9HzrO7oUz66OOHzOSG6aP9TqOiMigC+bMHefcRmDjea/1WerOuXsuP9bl2X6kkV2VTfzzqhnEx+lRAyISe6Lyds0nN5WRMiKBWxfkeh1FRMQTUVfuR06c5Pf7j3PnlfmMHBrU/5iIiESdqCv39ZvLGRJnfPbqAq+jiIh4JqrKvelUJ78oruLmOTmMTR7udRwREc9EVbk/u7WC9q4e1izT+qgiEtuiptw7u308/c5hlk5MZ1pWstdxREQ8FTXl/uvdNdS2duisXUSEKCn3MzctTR6byDWTB/6ZNSIi4S4qyv3t0hMcONbKmqUTtD6qiAhRUu5PbiojPXEYq+Zlex1FRCQsRHy5Hzreyp8P1fGZq8YzbEi813FERMJCxJf7TzeVMzwhjrsWj/c6iohI2Ijocq9r7eDlndXcMj+X0aOGeh1HRCRsRHS5P/OXw3T2+LhvqaY/ioj0FrHlfrqrh2e2HOFj0zKZkJHodRwRkbASseX+4o4qGk91sUbro4qIfEBElrvP5/jppnJm5aRwZeFor+OIiISdiCz3Px2opaz+JGuWFeqmJRGRPkRkuT+5qYzslOGsnJXldRQRkbAUceW+t6qZreUN3LOkgIT4iIsvIjIoIq4d120uI3HYEO5YlO91FBGRsBVUuZvZcjM7aGalZva1PvbfaWZ7Aj/vmNmc0EeFmqZ2XttzlNsX5pE8PGEgPkJEJCr0W+5mFg88BqwApgOrzWz6eYeVA9c452YD3wWeCHVQgKfeOYxzjnuXFAzE24uIRI1gztwXAaXOuTLnXCfwArCq9wHOuXecc42BzS1AbmhjQltHN89vrWDFrCxy00aG+u1FRKJKMOWeA1T22q4KvHYh9wG/7WuHma01s2IzK66rqws+JbBhWyWtHd3cr5uWRET6FUy59zWR3PV5oNl1+Mv9kb72O+eecM4VOeeKMjKCXzGpu8fH+s3lLCxIY25eatB/TkQkVgVT7lVAXq/tXKDm/IPMbDawDljlnDsRmnh+vys5RnVTux41ICISpGDKfRswycwKzWwocAfwau8DzCwfeAm42zl3KJQB/eujllMwZiQfmzY2lG8tIhK1hvR3gHOu28weBl4H4oH1zrkSM3swsP9x4FvAGOBHgccBdDvnikIRcPuRRnZXNvHPq2YQH6dHDYiIBKPfcgdwzm0ENp732uO9fr8GWBPaaH5PbiojZUQCty4I+QQcEZGoFdZ3qB6uP8nv9x/nrsX5jBwa1N9DIiJCmJf7+rfLGRJnfPaqAq+jiIhElLAt96ZTnfyyuIqb5+SQmTzc6zgiIhElbMv92a0VtHf1sGaZ1kcVEblYYVnund0+nn7nMMsmpTMtK9nrOCIiEScsy/3V3TXUtnbopiURkUsUduXunGPdpjImj03kI5PSvY4jIhKRwq7c3y49wYFjraxZOkHro4qIXKKwK/cnN5WRnjiMVfOyvY4iIhKxwqrcDx1v5c+H6vjsVeMZNiTe6zgiIhErrMp93aYyhifEcefi8V5HERGJaGFT7nWtHbyys4Zb5ucyetRQr+OIiES0sCn3Z/5ymC6fj/uW6qYlEZHLFRbl3t7ZwzNbjvDRqWOZkJHodRwRkYgXFuX+4o4qGk91cb8eNSAiEhKel7vP51i/uZzZuSksKhztdRwRkajgebn/6UAtZfUnuW9poW5aEhEJEc/L/clNZWSnDGflrCyvo4iIRA1Py31vVTNbyxu4d0khCfGe/z0jIhI1PG3UdZvLSBw2hNsX5XkZQ0Qk6nhW7l09Pl7bc5TbF+aRPDzBqxgiIlEpqHI3s+VmdtDMSs3sa33sNzP7YWD/HjOb39971rd1AnDvkoKLzSwiIv3ot9zNLB54DFgBTAdWm9n08w5bAUwK/KwFftzf+zac7GTFzHHkpo286NAiIvLhgjlzXwSUOufKnHOdwAvAqvOOWQX8zPltAVLN7EOnv/ic00pLIiIDJJhyzwEqe21XBV672GMws7VmVmxmxSPifMzNS73IuCIiEoxgyr2vO4vcJRyDc+4J51yRc65oYlZaMPlEROQSBFPuVUDvuYq5QM0lHCMiIoMkmHLfBkwys0IzGwrcAbx63jGvAp8JzJpZDDQ7546GOKuIiARpSH8HOOe6zexh4HUgHljvnCsxswcD+x8HNgIrgVLgFHDvwEUWEZH+9FvuAM65jfgLvPdrj/f6vQMeCm00ERG5VHqgi4hIFFK5i4hEIZW7iEgUUrmLiEQh818L9eCDzVqBg558ePhJB+q9DhEm9F2co+/iHH0X50xxziX1d1BQs2UGyEHnXJGHnx82zKxY34Wfvotz9F2co+/iHDMrDuY4DcuIiEQhlbuISBTystyf8PCzw42+i3P0XZyj7+IcfRfnBPVdeHZBVUREBo6GZUREopDKXUQkCnlS7v0tuB0rzGy9mdWa2T6vs3jNzPLM7A0ze8/MSszsC15n8oqZDTezd81sd+C7+I7XmbxkZvFmttPMXvM6i9fM7LCZ7TWzXf1NiRz0MffAgtuHgBvwL/KxDVjtnNs/qEHCgJl9BGjDv/7sTK/zeCmw5m6Wc26HmSUB24G/i9H/LgwY5ZxrM7MEYDPwhcD6xDHHzP4XUAQkO+du8jqPl8zsMFDknOv3hi4vztyDWXA7Jjjn3gIavM4RDpxzR51zOwK/bwXeo491eGNBYKH5tsBmQuAnJmc+mFku8AlgnddZIo0X5R7UYtoSu8ysAJgHbPU4imcCQxG7gFrgD865WP0u/h34KuDzOEe4cMDvzWy7ma39sAO9KPegFtOW2GRmicCLwBedcy1e5/GKc67HOTcX/3rEi8ws5obtzOwmoNY5t93rLGFkiXNuPrACeCgwtNsnL8pdi2lLnwLjyy8CzzrnXvI6TzhwzjUBbwLLvU3iiSXAzYFx5heA683s595G8pZzribway3wMv5h7j55Ue7BLLgtMSZwEfGnwHvOuX/zOo+XzCzDzFIDvx8BfAw44GkoDzjn/sk5l+ucK8DfE39yzt3lcSzPmNmowGQDzGwU8HHggjPtBr3cnXPdwJkFt98DfuGcKxnsHOHAzJ4H/gJMMbMqM7vP60weWgLcjf/sbFfgZ6XXoTySBbxhZnvwnwz9wTkX89MAhbHAZjPbDbwL/MY597sLHazHD4iIRCHdoSoiEoVU7iIiUUjlLiIShVTuIiJRSOUuIhKFVO4iIlFI5S4iEoX+P2cq3A/YT8ymAAAAAElFTkSuQmCC\n" 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\n", 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oHFfBmm0HGBj01DEREdCwzJg2pTbO+3u6mPWd5cz6znL+8dfrgy5JRAqEeu5j2J/+3nRqy2MMOjzaspVVW/YFXZKIFAiF+xg27bQKbr1yNgCtHxxkQ3tHwBWJSKFQuIfEpJo4z7bu5I/uexmAL13UxGcvbAi4KhEJisbcQ+JT509hwYxxREqM1h0HeWxVW9AliUiA1HMPifnTx/Gz/3YxAF99qIUte7oCrkhEgqRwD6FJNWW8vGkP//uFzQBcflY9Z06qDrgqEcknDcuE0PkNdXT09HPX8lbuWt6qu1hFipB67iH0R/Mb+fTcKQw6fO3h19m2T3exihQbhXtIVZQmfrSNp5Xz0qbd3LlsLQCLzp3MRTPHB1maiOSBwj3kPjZrAstWb+fxVW109g6wof0QP1O4i4Sewj3kFp47mYXnTgbglp+vonX7wYArEpF8ULgXkYa6cn69dgeLH2oB4LoLGvjU+VMCrkpEckHhXkSuPHsiv9u4my17u2jbd5g9nb0Kd5GQUrgXkYtnjueXX7sMgG/+4k2ebd1J6weJYZrp4yspL40EWZ6IZJHCvUjNrK9kT0svi+7+TwAWnjOZ+26cF3BVIpItCvcidePHTmdmfRUDg4M88OJ7rNuhC60iYZLRHapmttDM1pvZRjP7Vprjf2Jmbyb/vGRmc7NfqmRTRWmUq+dMYuG5U5g3/TS27jvMjT95lRt/8ip3/GJ16ulOIjI2jRruZhYB7gEWAXOAL5rZnGHN3gUud/fzgb8FlmS7UMmda86ZzLym0+js6WfbvsM82tJG2z4tPCYylmUyLLMA2OjumwHMbClwHfD2kQbu/tKQ9q8A07JZpOTWBY11PHrzxwB4dfMe/njJKzy3rp3zGmoZV1nKzOQzW0Vk7Mgk3BuArUO224CLTtD+K8BT6Q6Y2WJgMUBTU1OGJUo+zaivpMTgu08kPrujJcZrf3UV4ypLA65MRE5GJuFuafalHZA1s4+TCPdL0x139yUkh2yam5s1qFuAJlbHefK2y9jT2cPb2w/yvafW8buNuzl/Wi018RinKeRFxoRMwr0NaByyPQ3YPryRmZ0P3A8scvc92SlPgjBnag0AsydW872n1nHbw68DUBot4dVvf0IBLzIGZBLuK4DZZjYD2AZcD3xpaAMzawIeB25093eyXqUEYnJtnJ9+5SLaD3Xz3u5OfvTcRv7vK+8ze2IVkRLjstn1uvFJpECNGu7u3m9mtwJPAxHgAXdfa2Y3J4/fB/w1MB74sZkB9Lt7c+7Klny5dPYEAA509XHfC5v5wTNHP7u/c+3ZLP79WUGVJiInYO7BDH03Nzd7S0tLIO8tH87Og93s6+oF4Mv/soKqeJRLz6gH4NLZ47ny7ElBlidSFMxsZSadZ92hKhmbVBNnUk0cgD+YO5Wfv7qFf23ZSnf/AM+07lC4ixQQ9dzllN37/Cb+4VfrmFKbCP5rzpnMnZ85J+CqRMJJPXfJm89eOJW2fV30DQyydvtBlq7YQlVZ4p9WXUWML18yg5KSdDNqRSRXFO5yyqbUlnPX584D4OVNe7jpwde49/9twt0ZdCgxY2Z9JSVmzJ8+TjNsRPJAwzKSM4e6+5h/17N09w2m9n31shnc8vEzACiLRhT0Iicp02EZhbvk1Na9Xezq6AHg7558m1Vb9qeOlUZKePJrl9I0rgKzRNiLyIkp3KXgbNrVwQvv7AKgb2CQ7z21jqH//P7y6jP5/LzEmnPlsYjWsxFJQxdUpeDMqq9i1pAVJhtPq+DdPZ0APLH6A37wzDupm6TM4H/+4VwmJ6deNo2roGl8Rf6LFhmj1HOXgrBt/2F+t2E3AI7zd0+2cqin/5g237j6TEqjJZjBJ+dMZvqEyiBKFQmUhmVkTNu6t4sdB7sBWL11P3+/vJXhD4f6aFMdADXlMb562czUPPvKsmjqZiuRsFG4S6j09A+kHv333Lp2HlmReMRA/4Dz8uaRi5BecVY9p49LDOPMmVrDH8/X8wMkHBTuUjQ2th9i7fbEA74HBp2fvbqFTbs6ANjf1TeifUNdOV9onkYsknjK5PTxlVw1Z2LqeIlZ6phIoVG4iwC9/YMsXbGF3R2JBc/2dvbw769vp2PYeP5QsUhiOeP6qrLUvvMba/nIlJrU9sTqMqadpgu8kn8Kd5Hj6B8YZCD5735g0PmPN7azt7M3dfyVzXvYsLMjtb2ns4e+gZH/T6aPryCSXFYhFilhwYxx1JXHUsdrymMsmDGOEju69ELT+Apq4rER30skUwp3kSzp6R9gxbv76B9M3GnbN+A8v76d/YePDvls3NnBO+2HUtvH+28VKTHGD5m/Hykxzm2opTp+dFZyVVmUudPqUh8cAOWlEc6ZWnPMB0V5LKKnYhUhzXMXyZKyaCT10JIjrp4z+vLGb2zdT3tyxg9AZ28/r2/ZT9/A0eUYdhzopvWDg6lt98S0UHg/o9om1ZQdE/gGnDGpmsohyzqYwcwJVVSWHfvfvTRawpmTqojYsYu6nT6hkqrSY9tGIzbi70th009LJEcuaKwbse9zF04b9e/t7+pl35ALwe7Opl2d7O3sOabde3u62NNx7L5D3f2pi8lHdPYMsHzNjpOoPL2J1WXH/DYBUFseY3LtyGmn1fFYamrqUFVl0dSNaUOVlBhN4ypGfP8j75tuKKs0WqK1iU5A4S5SYOoqSqmrOHa4ZeaQO3s/jO6+gRH7dhzoZueQ3ywADvcN8O7uzhHDSns7e2k/dGxbd9i6r4t9Q65XADjw1rYDdPYMDNvvxywid6pKLHGu0i0mPa6ylJrykR8IBkytKz/ubKipdfHjHptcG6csmv5YdTw64md2RLTEmFJbjh1n1eu68hjRHMzOUriLFIF4bGQPd/qEyrR3+V5xVu7q2N/VS2fvyA+aju7+1E1rQw0OOlv2dqXucRhqV0cPh7pHTnUddNi+/zD9aS6C9/QPsPL9fWlr6x0YZNehnrTHcilaYkQjx3/ewYSqMsrT/PxG/b6nUpSIyMlI/FaS/thZk6vzW0wa6T5EILHQ3fb9h9Mec6D9YA89/SM/tAA6evpH/HYz9P0+ONid+CZpDLqz/UA3Qye+PHv88o+hcBcRSUo35p/YHznh0NisUxw2Oxn33pBZO92GJyISQgp3EZEQUriLiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFREIosCV/zewQsD6QNy88E4DdQRdRIHQujtK5OErn4qiz3H3U23mDvEN1fSZrEhcDM2vRuUjQuThK5+IonYujzCyjB2FoWEZEJIQU7iIiIRRkuC8J8L0Ljc7FUToXR+lcHKVzcVRG5yKwC6oiIpI7GpYREQkhhbuISAgFEu5mttDM1pvZRjP7VhA1FAIze8DM2s3sraBrCZqZNZrZb82s1czWmtntQdcUFDOLm9lrZrY6eS6+G3RNQTKziJm9bmZPBl1L0MzsPTNbY2ZvjDYlMu9j7mYWAd4BrgbagBXAF9397bwWUgDM7PeBDuAhdz836HqCZGZTgCnuvsrMqoGVwGeL9N+FAZXu3mFmMeBF4HZ3fyXg0gJhZn8JNAM17v7poOsJkpm9BzS7+6g3dAXRc18AbHT3ze7eCywFrgugjsC5+wvA3qDrKATu/oG7r0p+fQhoBRqCrSoYntCR3Iwl/xTlzAczmwZ8Crg/6FrGmiDCvQHYOmS7jSL9Tyzpmdl04ELg1YBLCUxyKOINoB14xt2L9Vz8ELgDGAy4jkLhwK/NbKWZLT5RwyDCPd0TaIuyVyIjmVkV8BjwF+5+MOh6guLuA+5+ATANWGBmRTdsZ2afBtrdfWXQtRSQS9z9o8Ai4Jbk0G5aQYR7G9A4ZHsasD2AOqTAJMeXHwN+5u6PB11PIXD3/cDzwMJgKwnEJcBnkuPMS4ErzeynwZYULHffnnxtB/6NxDB3WkGE+wpgtpnNMLNS4HpgWQB1SAFJXkT8CdDq7j8Iup4gmVm9mdUlvy4HrgLWBVpUANz92+4+zd2nk8iJ59z9hoDLCoyZVSYnG2BmlcAngePOtMt7uLt7P3Ar8DSJi2aPuvvafNdRCMzsYeBl4CwzazOzrwRdU4AuAW4k0Tt7I/nn2qCLCsgU4Ldm9iaJztAz7l700wCFScCLZrYaeA34pbv/6niNtfyAiEgI6Q5VEZEQUriLiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFRELo/wPMRvFhzsCWmgAAAABJRU5ErkJggg==\n" 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\n", 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\n" 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\n", 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\n" 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\n", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -670,7 +694,7 @@ "metadata": {}, "outputs": [], "source": [ - "FixedShareExample = RiskyReturnGivenFixedPortfolioShareConsumerType(**init_portfolio)\n", + "FixedShareExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(**init_portfolio)\n", "FixedShareExample.cycles = 0\n" ] }, @@ -723,8 +747,10 @@ }, { "data": { - "text/plain": "
", - "image/png": 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Gmk928/27F3H55JygI4nIMBbJsswioNLd9wOY2dPAcqB/uTuQYX3bONKBJqAnylnj1o4jzXxy5UZCDk/97mLmluiDUxG5MJH8m78YONTvdk34vv6+DcwEjgDbgS+6eygqCePc9ppmbnloPSOTk/jhpy9XsYtIVERS7gNtqvazbn8A2AqMBxYA3zazzLc8kdl9ZrbJzDY1NDScY9T488bRVj6xcgNZo1N45rNLmJKfHnQkEYkTkZR7DVDa73YJfTP0/u4GnvM+lcABYMbZT+TuD7l7hbtX5OUl9iXfDjV1cMf3NjAiOYknPnWZjukVkaiKpNxfAaaa2UQzGwncAqw6a0w18H4AMysApgP7oxk0ntS3nuKO723gVHeIxz+1iPLctKAjiUicGfQDVXfvMbP7gZ8DycBKd99hZp8JP74C+CrwqJltp28Z5wF3PzaEuYet9s4e7n7kFRpaO3ni3suYUfiW1SsRkQsW0ZeY3H01sPqs+1b0+/UR4HeiGy3+9PSG+MJTr7KrtoXvffJSFpaNDTqSiMQpfUP1InF3vvI/O3hhdz1f+/Ac3jsjP+hIIhLH9PXHi+Th/zvAE+ur+fR7JnHH4glBxxGROKdyvwie317L36zexXVzC3ng2rdsIhIRiTqV+xDbcaSZP/zhaywozeafP75Al8QTkYtC5T6EGts6ue+xzWSNTuGhO99Fakpy0JFEJEHoA9Uh0tUT4rNPbqGhrZNnPn05+ZmpQUcSkQSimfsQ+euf7GDjgSb+/qPzmF+aHXQcEUkwKvch8OSGg6d3xnz4krPPWBMRGXoq9yjbfPA4X1m1g6um5/En2hkjIgFRuUfRsbZOPv/kFoqyRvOvN19CsnbGiEhA9IFqlPT0hvjCD17leEcXz31uCVljUoKOJCIJTOUeJf/4i72s29/IP940n9njdcENEQmWlmWi4Gev17HixX3cdlkZH3tXSdBxRERU7hequrGDP37mNeaXZPHlD84KOo6ICKByvyBdPSHuf2oLZvCd2xcyaoS+gSoisUFr7hfg73+2m201zay4YyElY8cEHUdE5DTN3M/TC7uP8vDLB7hz8QSunVMUdBwRkd+icj8Pdc2n+KMfvsbMoky+dP3MoOOIiLyFyv0c9YacLz79Kp09Ib592yU66VFEYpLW3M/Rv/36DTYcaOKfbprP5Lz0oOOIiAxIM/dzsG5fI9964Q1uXFjMR7WfXURimMo9Qo1tnXzx6Vcpz0njq8vnBB1HROQdRVTuZnatme0xs0oze/BtxlxlZlvNbIeZvRjdmMEKhZw/euY1Tpzs5lu3XULaKK1miUhsG7SlzCwZ+A5wDVADvGJmq9x9Z78x2cC/A9e6e7WZ5Q9R3kB87+UD/O+eBv56+WydGyMiw0IkM/dFQKW773f3LuBpYPlZY24DnnP3agB3r49uzOC8dugE3/jZbj4wu4A7F08IOo6ISEQiKfdi4FC/2zXh+/qbBow1s/81s81m9omBnsjM7jOzTWa2qaGh4fwSX0QdXT38wX9uJS9jFH//0fmY6Xx2ERkeIin3gRrNz7o9AngXcD3wAeAvzGzaW36T+0PuXuHuFXl5eecc9mL7+upd7D/Wzj/dNF/ns4vIsBLJJ4M1QGm/2yXAkQHGHHP3dqDdzF4C5gN7o5IyAL/ZXc8T66u594qJLJmSG3QcEZFzEsnM/RVgqplNNLORwC3AqrPG/DfwbjMbYWZjgMuAXdGNevE0tnXyx89uY0ZhBv/vA9ODjiMics4Gnbm7e4+Z3Q/8HEgGVrr7DjP7TPjxFe6+y8x+BmwDQsDD7v76UAYfKu7Onz63nZaT3Tz+qUU6XkBEhqWINmy7+2pg9Vn3rTjr9j8A/xC9aMF4ZnMNv9h5lD+7bgYzizKDjiMicl70DdV+qhs7+KtVO1g8aRz3XjEp6DgiIudN5R7WG3L+8IdbSUoy/unjC0hK0rZHERm+9D36sBUv7mPTweN88+YFFGePDjqOiMgF0cwd2F7TzL/8ci83zCti+YLxQccREblgKnfgK/+zg5z0kXztw3P0LVQRiQsJX+5bD51g88HjfPo9k8keMzLoOCIiUZHw5f7ImgOkjxrBTRW6+IaIxI+ELvejLaf46bZabqooISNVZ8eISPxI6HJ/Yv1Bet25a0l50FFERKIqYcv9VHcvT26o5v0zCpiQkxZ0HBGRqErYcl+19QhN7V3cs7Q86CgiIlGXkOXu7qxcc4DpBRlcPjkn6DgiIlGXkOW+bn8ju+taueeKcu1rF5G4lJDl/siaKsaOSWH5grOvFigiEh8SrtyrGzv41a6j3HZZmc5qF5G4lXDl/ujaKpLNuHNxedBRRESGTEKVe1tnD89sOsR1c4sozEoNOo6IyJBJqHJ/dtMhWjt7uOeKiUFHEREZUglT7qGQ8+jaKi4py2ZBaXbQcUREhlTClPtv9tRT1djB3Us1axeR+Jcw5b5yzQEKM1NZNqcw6CgiIkMuIcp9T10rayobufPyCaQkJ8QfWUQSXERNZ2bXmtkeM6s0swffYdylZtZrZh+LXsQL9+jaA4wakcRti8qCjiIiclEMWu5mlgx8B1gGzAJuNbNZbzPuG8DPox3yQjS1d/HclsPcuLCYsWm60pKIJIZIZu6LgEp33+/uXcDTwPIBxn0B+BFQH8V8F+ypjdV09oS4a4k+SBWRxBFJuRcDh/rdrgnfd5qZFQMfAVa80xOZ2X1mtsnMNjU0NJxr1nPW3Rvi8XUHWTolh+mFGUP+eiIisSKSch/o2EQ/6/Y3gQfcvfednsjdH3L3CnevyMvLizDi+Xv+9TrqWk5xj7Y/ikiCGRHBmBqgtN/tEuDIWWMqgKfDx+fmAteZWY+7/zgaIc/XI2sOUJ4zhvdOzw8yhojIRRfJzP0VYKqZTTSzkcAtwKr+A9x9oruXu3s58CzwuaCL/dXq47xafYJPLiknKUlntotIYhl05u7uPWZ2P327YJKBle6+w8w+E378HdfZg/LImioyRo3gporSwQeLiMSZSJZlcPfVwOqz7huw1N39rguPdWHqmk+xenstn7i8nPRREf0RRUTiSlx+XfOJ9QfpdeeuJeVBRxERCUTclfup7l6e3HCQq2cWUJYzJug4IiKBiLty/++thzne0c3dS8uDjiIiEpi4Knd355E1VcwozODySTlBxxERCUxclfu6fY3srmvlnqUTCe+5FxFJSHFV7ivXVDEubSQfWjA+6CgiIoGKm3I/2NjOr3cf5fbLykhNSQ46johIoOKm3B9dW0WyGXcsnhB0FBGRwMVFubee6uaZTTVcP6+IgszUoOOIiAQuLsr9mU01tHX26OLXIiJhw77ce0PO99dVsbAsmwWl2UHHERGJCcO+3H+zu56DjR2atYuI9DPsy33lmgMUZaVy7ZzCoKOIiMSMYV3uu+taWLuvkTsvn0BK8rD+o4iIRNWwbsRH11SRmpLErZeWBR1FRCSmDNtyb2rv4r9ePcxHLilhbNrIoOOIiMSUYVvuT22sprMnpNMfRUQGMCzLvbs3xGPrqnj31FymFWQEHUdEJOYMy3Jfvb2Woy2dmrWLiLyNYVnuj6ypYmJuGldNyw86iohITBp25b6l+jhbD53griXlJCXpzHYRkYEMu3J/ZE0VGaNG8NF3lQQdRUQkZkVU7mZ2rZntMbNKM3twgMdvN7Nt4R9rzWx+9KNCXfMpnt9ey8cvLSV91IiheAkRkbgwaLmbWTLwHWAZMAu41cxmnTXsAHClu88Dvgo8FO2gAI+vryLkzl1Lyofi6UVE4kYkM/dFQKW773f3LuBpYHn/Ae6+1t2Ph2+uB6K+ZnKqu5cfbKjm6pkFlI4bE+2nFxGJK5GUezFwqN/tmvB9b+dTwPMDPWBm95nZJjPb1NDQEHlK4MevHuZ4R7dOfxQRiUAk5T7QlhQfcKDZe+kr9wcGetzdH3L3CnevyMvLiziku/PImipmFmWyeNK4iH+fiEiiiqTca4DSfrdLgCNnDzKzecDDwHJ3b4xOvD5r9zWy52grdy8tx0zbH0VEBhNJub8CTDWziWY2ErgFWNV/gJmVAc8Bd7r73miHfGTNAXLSRvKh+eOj/dQiInFp0P2E7t5jZvcDPweSgZXuvsPMPhN+fAXwl0AO8O/hmXWPu1dEI2DVsXZ+vbueL7x3CqkpydF4ShGRuBfRZnF3Xw2sPuu+Ff1+fS9wb3Sj9Xl0bRUjkow7Fk8YiqcXEYlLMf0N1dZT3Ty7uYbr5xaRn5kadBwRkWEjpsv9h5tqaOvs4Z4rtP1RRORcxGy594ac76+t4l0TxjKvJDvoOCIiw0rMlvsLu+upburgHn1pSUTknMVsua98+QDjs1L5wOyCoKOIiAw7MVnuu2pbWLe/kTsvL2dEckxGFBGJaTHZnI+uqSI1JYlbF5UOPlhERN4i5sq9sa2T/9p6mBsXlpA9ZmTQcUREhqWYK/enNlbT1RPibp3ZLiJy3mKq3Lt6Qjy+/iDvnprL1IKMoOOIiAxbMVXuz79ey9GWTm1/FBG5QDFV7ivXVDEpN40rp0V+1ruIiLxVzJT7lurjvHboBHctLScpSWe2i4hciJgp95UvHyAjdQQfXRj1y6+KiCScmCj32uaTPP96HTdXlJI2KqJTiEVE5B3ERLk/vu4g7s4ntf1RRCQqAi/3k129/GBjNdfMKqB03Jig44iIxIXAy/3HWw9zoqNb2x9FRKIo0HJ3dx5Zc4BZRZksmjguyCgiInEl0HJfU9nI3qNt3L20nPCFtUVEJAoCLfdH1hwgN30kH5w/PsgYIiJxJ7By7+wJ8evd9dx22QRSU5KDiiEiEpciKnczu9bM9phZpZk9OMDjZmb/Fn58m5ktHOw5G9s6SUk27lhcdj65RUTkHQxa7maWDHwHWAbMAm41s1lnDVsGTA3/uA/47mDPe7yjmw/OG09+Ruo5hxYRkXcWycx9EVDp7vvdvQt4Glh+1pjlwGPeZz2QbWZF7/SkIXfu1vZHEZEhEUm5FwOH+t2uCd93rmMws/vMbJOZbRqdFGJuSda55hURkQhEUu4D7VH08xiDuz/k7hXuXjGlaGwk+URE5DxEUu41QP8rVZcAR85jjIiIXCSRlPsrwFQzm2hmI4FbgFVnjVkFfCK8a2Yx0OzutVHOKiIiERr0fF137zGz+4GfA8nASnffYWafCT++AlgNXAdUAh3A3UMXWUREBhPR4enuvpq+Au9/34p+v3bg89GNJiIi5yvwUyFFRCT6VO4iInFI5S4iEodU7iIiccj6PgsN4IXNWoE9gbx47MkFjgUdIkbovThD78UZei/OmO7uGYMNimi3zBDZ4+4VAb5+zDCzTXov+ui9OEPvxRl6L84ws02RjNOyjIhIHFK5i4jEoSDL/aEAXzvW6L04Q+/FGXovztB7cUZE70VgH6iKiMjQ0bKMiEgcUrmLiMShQMp9sAtuJwozW2lm9Wb2etBZgmZmpWb2GzPbZWY7zOyLQWcKipmlmtlGM3st/F78VdCZgmRmyWb2qpn9JOgsQTOzKjPbbmZbB9sSedHX3MMX3N4LXEPfRT5eAW51950XNUgMMLP3AG30XX92TtB5ghS+5m6Ru28xswxgM/DhBP17YUCau7eZWQrwMvDF8PWJE46Z/SFQAWS6+w1B5wmSmVUBFe4+6Be6gpi5R3LB7YTg7i8BTUHniAXuXuvuW8K/bgV2McB1eBNB+ELzbeGbKeEfCbnzwcxKgOuBh4POMtwEUe4RXUxbEpeZlQOXABsCjhKY8FLEVqAe+KW7J+p78U3gT4BQwDlihQO/MLPNZnbfOw0Motwjupi2JCYzSwd+BPy+u7cEnSco7t7r7gvoux7xIjNLuGU7M7sBqHf3zUFniSFL3X0hsAz4fHhpd0BBlLsupi0DCq8v/wh40t2fCzpPLHD3E8D/AtcGmyQQS4EPhdeZnwbeZ2ZPBBspWO5+JPxzPfBf9C1zDyiIco/kgtuSYMIfIn4P2OXu/xx0niCZWZ6ZZYd/PRq4GtgdaKgAuPufunuJu5fT1xMvuPsdAccKjJmlhTcbYGZpwO8Ab7vT7qKXu7v3AG9ecHsX8EN333Gxc8QCM3sKWAdMN7MaM/tU0JkCtBS4k77Z2dbwj+uCDhWQIuA3ZraNvsnQL9094bcBCgXAy2b2GrAR+Km7/+ztBuv4ARGROKRvqIqIxCGVu4hIHFK5i4jEIZW7iEgcUrmLiMQhlbuISBxSuYuIxKH/D/yY1wtR4BPZAAAAAElFTkSuQmCC\n" 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\n", 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\n" 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\n", 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\n" 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\n", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -826,7 +856,7 @@ "outputs": [], "source": [ "init_portfolio[\"RiskyShareFixed\"] = [1.0]\n", - "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareConsumerType(**init_portfolio)\n", + "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(**init_portfolio)\n", "RiskyFixedExample.cycles = 0\n" ] }, @@ -879,8 +909,10 @@ }, { "data": { - "text/plain": "
", - "image/png": 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\n" 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JCcb3VyzgxsmZXkcSkSiico8wzjm+81o5//zqYaZkp7L6oXkahhGRKxbS/+Ob2e1mdsjMys3sy30cTzOzX5rZbjMrM7MV4Y8a+zp7fHxh/S7+6ZXD3DMrhxc+t0TFLiJXpd8rdzNLBL4D3AJUA1vN7EXn3P5ep30e2O+c+4iZZQKHzOw551zXgKSOQc3nunn8B9vYXNHAl26fwhMfmKCVpiJy1UIZllkAlDvnKgDMbD1wD9C73B2QYoE2GgU0AD1hzhqzaprOseJ7W6mob+Pf7p/NPbNzvY4kIlEulHLPBap6Pa4GFl5yzreBF4EaIAX4pHPOf+kTmdlKYCVAQUHB1eSNOUfq2nhgzTu0d/bwzIoFLJ001utIIhIDQhlz72tswF3y+DZgF5ADzAa+bWap7/lLzq12zpU650ozMzX7o7y2jftXb6bH7+fHjy9WsYtI2IRS7tVAfq/HeQSu0HtbAbzgAsqBSmBKeCLGpvLaVpav2Yxz8Pxji5ia857fhSIiVy2Uct8KlJhZsZklA/cTGILp7TjwBwBmNg64DqgIZ9BY8u7pVu5f/Q7OwfqVCykZl+J1JBGJMf2OuTvneszsSeBlIBFY55wrM7MngsdXAX8LPGNmewkM43zJOVc/gLmjVkVdG8vXvINZ4Ipdm1WLyEAIaRGTc24DsOGSn63q9X0NcGt4o8We0y0dPPT0FpxzrF+5WMUuIgNGNyoZJM3nuvnMui00ne3imRULVOwiMqB0+4FB0NHt47Hvb+NIXRvfe3gBM/LSvI4kIjFO5T7AfH7HF57fydZjDfz78jncUKLpjiIy8DQsM8D+ccMBXtl/mq/eNZW7ZmqDDREZHCr3AfTcO8dYu6mSh5cUsWJpsddxRCSOqNwHyMZ36/jqL8q46bpM/urO672OIyJxRuU+AMprW/mj53YwKXMU/758DknaPUlEBplaJ8yaz3bz6Pe3MTQpkacfLiVl2BCvI4lIHFK5h5HP7/jC+p2caDrHqgfnkpehjTZExBuaChlG//TKId44XMff3zud0qLRXscRkTimK/cweWlPDU+9foTlCwp4YGGh13FEJM6p3MPgwMkW/vyne5hXmMFf3z3V6zgiIir3a9V8tpvHf7Cd1OFJPPXAXIYmJXodSUREY+7Xwu93/NlPd1HTdI4fP76YrNRhXkcSEQF05X5N/t+bFfz2QC3/+87rmVeY4XUcEZELVO5X6e0jZ/jGywe5c+Z4Hl5S5HUcEZH/RuV+FWpbOvjj53dSNHYkX79vJmZ97SEuIuIdjblfoR6fnyef30l7Zw8/emwho4bqLRSRyKNmukLffPUwWyob+JdPzmKyNrYWkQilYZkr8ObhOp564wj3z8/n3jl5XscREXlfKvcQ1bZ28Kc/2UVJ1ii+9pFpXscREbmskMrdzG43s0NmVm5mX36fc24ys11mVmZmb4Q3prd8fsf/+PEu2jp7+Pan5jI8WQuVRCSy9TvmbmaJwHeAW4BqYKuZveic29/rnHTgu8DtzrnjZpY1QHk98dTr5bxVfoav3zdD4+wiEhVCuXJfAJQ75yqcc13AeuCeS875FPCCc+44gHOuNrwxvbP1aAPffPUwd8/K4ROl+V7HEREJSSjlngtU9XpcHfxZb5OBDDN73cy2m9mn+3oiM1tpZtvMbFtdXd3VJR5Ezee6+eLzO8kfPYK/v3e65rOLSNQIpdz7ajR3yeMkYB5wJ3Ab8BUzm/yev+TcaudcqXOuNDMz84rDDrav/Hwfp1s7+bf752hHJRGJKqHMc68Geo9H5AE1fZxT75xrB9rN7E1gFnA4LCk98POdJ3hxdw1/dstkZuenex1HROSKhHLlvhUoMbNiM0sG7gdevOScXwDLzCzJzEYAC4ED4Y06eKoazvKVn++jtDCDP7p5ktdxRESuWL9X7s65HjN7EngZSATWOefKzOyJ4PFVzrkDZvYbYA/gB9Y65/YNZPCB4vM7/uwnu3HAv3xyNokJGmcXkegT0u0HnHMbgA2X/GzVJY+/AXwjfNG8seqNI2w52sA3PzGL/NHa4FpEopNWqPayu6qJf3n1MB+ZlcO9cy6dECQiEj1U7kHtnT38yY93kZUylL/7qKY9ikh0010hg/7uV/s5eqad5x9bRNpwTXsUkeimK3fg5bJTPL+lisdvnMiiCWO8jiMics3ivtzbOnv4yxf2Mj03lT+95T3rrkREolLcD8v8eGsVDe1dPP2ZUpKT4v53nYjEiLhusx6fn3WbKplflMGcggyv44iIhE1cl/vLZac50XSOR26Y4HUUEZGwittyd86xZmMFhWNGcMvUcV7HEREJq7gt9+3HGtlV1cQjNxTrFgMiEnPittzXbKwgbfgQ/nCeNroWkdgTl+V+tL6dV/af5sFFBYxIjvsJQyISg+Ky3Ne9VcmQhAQ+s7jI6ygiIgMi7sq96WwXP91Wzd2zc8hKHeZ1HBGRARF35f7cO8c51+3j0WXFXkcRERkwcVXunT0+nvn9UZaVjGVKdqrXcUREBkxclfsvd5+krrWTR5dp0ZKIxLa4KXfnHGs3VnDduBRuLBnrdRwRkQEVN+W+qbyeg6daeWRZsTbiEJGYFzflvmZjJZkpQ7lndo7XUUREBlxclPuhU628ebiOzywuZGhSotdxREQGXEjlbma3m9khMys3sy9f5rz5ZuYzsz8MX8Rrt3ZjBcOGJPDAwkKvo4iIDIp+y93MEoHvAHcAU4HlZjb1fc77OvByuENei9rWDn6xq4aPz8snY2Sy13FERAZFKFfuC4By51yFc64LWA/c08d5fwz8B1AbxnzX7AdvH6Pb7+ezN2jRkojEj1DKPReo6vW4OvizC8wsF7gXWHW5JzKzlWa2zcy21dXVXWnWK3auy8cPNx/jQ9ePo3jsyAF/PRGRSBFKufc1b9Bd8vhfgS8553yXeyLn3GrnXKlzrjQzMzPEiFfvZzuqaTzbzWNatCQicSaU+91WA/m9HucBNZecUwqsD84fHwt82Mx6nHM/D0fIq+H3O9ZtqmRWXhrzi7Q/qojEl1DKfStQYmbFwAngfuBTvU9wzl0Y0DazZ4CXvCx2gN8eOE1lfTv/vnyOFi2JSNzpt9ydcz1m9iSBWTCJwDrnXJmZPRE8ftlxdq+s3VhJbvpw7pie7XUUEZFBF9I2RM65DcCGS37WZ6k75x6+9ljXZndVE1uONvBXd15PUmJcrNMSEflvYrL51mysIGVoEp+cn9//ySIiMSjmyr268Sy/3neK5QsLSBk2xOs4IiKeiLlyf+atowA8vKTI0xwiIl6KqXJv6ehm/dYq7pwxnpz04V7HERHxTEyV+4+3VNHW2aNFSyIS92Km3Lt9fr73ViULi0czIy/N6zgiIp6KmXLfsPckNc0dumoXESFGyj2wP2olEzJH8sEpWV7HERHxXEyU+zuVDew90cwjNxSTkKBbDYiIxES5r91YweiRydw3N8/rKCIiESHqy72iro3fHqjlwUWFDBui/VFFRCAGyv3pTZUkJyXw0CLtjyoicl5Ul3tDexc/217NvbNzyUwZ6nUcEZGIEdXl/sPNx+js8fPoMu2PKiLSW9SWe0e3j2ffPspN12VSMi7F6zgiIhElasv9F7tOUN/WpUVLIiJ9iMpyP79o6frxqSyZOMbrOCIiEScqy/31w3W8W9vGY8uKtT+qiEgforLcn95YybjUodw1M8frKCIiESnqyn1/TQubyut5eEkxyUlRF19EZFBEXTuu3VTBiOREPrWgwOsoIiIRK6RyN7PbzeyQmZWb2Zf7OP6Ame0Jfv3ezGaFPyqcbungl7tr+ERpPmkjtD+qiMj76bfczSwR+A5wBzAVWG5mUy85rRL4gHNuJvC3wOpwBwV45vdH8fkdn12qRUsiIpcTypX7AqDcOVfhnOsC1gP39D7BOfd751xj8OFmIOy3Z2zv7OG5zce4bVo2BWNGhPvpRURiSijlngtU9XpcHfzZ+3kE+HVfB8xspZltM7NtdXV1oacEfrqtipaOHh7VoiURkX6FUu59TSR3fZ5odjOBcv9SX8edc6udc6XOudLMzMyQQ/r8jnVvHWVuQTrzCjNC/nsiIvEqlHKvBvJ7Pc4Dai49ycxmAmuBe5xzZ8ITL+DV/ac43nBWtxoQEQlRKOW+FSgxs2IzSwbuB17sfYKZFQAvAA855w6HO+SajZXkjx7OrdOyw/3UIiIxKam/E5xzPWb2JPAykAisc86VmdkTweOrgK8CY4DvBm8H0OOcKw1HwB3HG9l+rJGvfWQqidofVUQkJP2WO4BzbgOw4ZKfrer1/aPAo+GNFrB2YwWpw5L4RGl+/yeLiAgQ4StUqxrO8pt9p/jUwkJGDg3p95CIiBDh5f70pkoSzHh4SZHXUUREokrElnvz2W5+sq2Ku2flkJ02zOs4IiJRJWLL/UdbjnO2y6dFSyIiVyEiy72rx88zv69k6aQxTM1J9TqOiEjUichy/9XeGk63dOqqXUTkKkVcuTvnWPNmJSVZo7hpcui3KBARkYsirtzfPnKG/SdbeOQG7Y8qInK1Iq7c12ysYOyoZD4653I3nhQRkcuJqHIvr23ltUN1PLSoiGFDEr2OIyIStSKq3NdurGRoUgIPLtL+qCIi1yJiyr2utZMXdp7gvnl5jBk11Os4IiJRLWLK/Qebj9HV4+eRG7Q/qojItYqIcu/o9vHDzcf40PVZTMwc5XUcEZGoFxHl/sKOEzS0d2nRkohImHhe7n6/Y+2mCqbnprKweLTXcUREYoLn5f7aoVoq6tp5bNkELVoSEQkTz8t9zcYKxqcN48MzxnsdRUQkZnha7vtONLO5ooEVS4sYkuj57xkRkZjhaaOu2VjBqKFJ3L9Ai5ZERMLJs3Lv9vl5ac9JPjk/n9RhQ7yKISISk0IqdzO73cwOmVm5mX25j+NmZt8KHt9jZnP7e84zbV0ArFhadKWZRUSkH/2Wu5klAt8B7gCmAsvNbOolp90BlAS/VgJP9fe8Z9q7uGN6NnkZI644tIiIXF4oV+4LgHLnXIVzrgtYD9xzyTn3AM+6gM1AuplddvqL3zktWhIRGSChlHsuUNXrcXXwZ1d6Dma20sy2mdm24Ql+ZuenX2FcEREJRSjl3tfKIncV5+CcW+2cK3XOlU4anxFKPhERuQqhlHs1kN/rcR5QcxXniIjIIAml3LcCJWZWbGbJwP3Ai5ec8yLw6eCsmUVAs3PuZJiziohIiJL6O8E512NmTwIvA4nAOudcmZk9ETy+CtgAfBgoB84CKwYusoiI9Kffcgdwzm0gUOC9f7aq1/cO+Hx4o4mIyNXSDV1ERGKQyl1EJAap3EVEYpDKXUQkBlngs1APXtisFTjkyYtHnrFAvdchIoTei4v0Xlyk9+Ki65xzKf2dFNJsmQFyyDlX6uHrRwwz26b3IkDvxUV6Ly7Se3GRmW0L5TwNy4iIxCCVu4hIDPKy3Fd7+NqRRu/FRXovLtJ7cZHei4tCei88+0BVREQGjoZlRERikMpdRCQGeVLu/W24HS/MbJ2Z1ZrZPq+zeM3M8s3sNTM7YGZlZvZFrzN5xcyGmdkWM9sdfC/+xutMXjKzRDPbaWYveZ3Fa2Z21Mz2mtmu/qZEDvqYe3DD7cPALQQ2+dgKLHfO7R/UIBHAzG4E2gjsPzvd6zxeCu65O945t8PMUoDtwEfj9N+FASOdc21mNgTYBHwxuD9x3DGzPwVKgVTn3F1e5/GSmR0FSp1z/S7o8uLKPZQNt+OCc+5NoMHrHJHAOXfSObcj+H0rcIA+9uGNB8GN5tuCD4cEv+Jy5oOZ5QF3Amu9zhJtvCj3kDbTlvhlZkXAHOAdj6N4JjgUsQuoBV51zsXre/GvwF8Afo9zRAoHvGJm281s5eVO9KLcQ9pMW+KTmY0C/gP4E+dci9d5vOKc8znnZhPYj3iBmcXdsJ2Z3QXUOue2e50lgix1zs0F7gA+Hxza7ZMX5a7NtKVPwfHl/wCec8694HWeSOCcawJeB273NoknlgJ3B8eZ1wMfNLMfehvJW865muCftcD/JzDM3Scvyj2UDbclzgQ/RHwaOOCc+6bXebxkZplmlh78fjjwIeCgp6E84Jz7S+dcnnOuiEBP/Kdz7kGPY3nGzEYGJxtgZiOBW4H3nWk36OXunOsBzm+4fQD4iXOubLBzRAIzex54G7jOzKrN7BGvM3loKfAQgauzXcGvD3sdyiPjgdfMbA+Bi6FXnXNxPw1QGAdsMrPdwBbgV86537zfybr9gIhIDNIKVRGRGKRyFxGJQSp3EZEYpHIXEYlBKncRkRikchcRiUEqdxGRGPRfd2ruZNBNACgAAAAASUVORK5CYII=\n", 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\n" 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\n", 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\n" 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\n", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" @@ -1001,4 +1037,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py index b407ac7bf..f28101a16 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py @@ -11,7 +11,7 @@ ) from HARK.ConsumptionSaving.ConsRiskyAssetModel import ( RiskyAssetConsumerType, - RiskyReturnGivenFixedPortfolioShareType, + RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType, ) from HARK.utilities import plot_funcs_der, plot_funcs @@ -214,7 +214,7 @@ # ## Risky Return Given Fixed Portfolio Share # %% -FixedShareExample = RiskyReturnGivenFixedPortfolioShareType(**init_portfolio) +FixedShareExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(**init_portfolio) FixedShareExample.cycles = 0 @@ -258,8 +258,8 @@ # ## Fixed Share at 1.0 Type # %% -init_portfolio["ShareFixed"] = [1.0] -RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareType(**init_portfolio) +init_portfolio["RiskyShareFixed"] = [1.0] +RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(**init_portfolio) RiskyFixedExample.cycles = 0 @@ -295,7 +295,7 @@ RiskyFixedExample.cFunc[0], # orange ], 0.0, - 20.0, + 200.0, ) From aa69b35df699d882c5d49c7fd30ae21a8ba01e01 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 22 Mar 2022 12:35:15 -0400 Subject: [PATCH 45/52] update notebooks --- .../example_ConsPortfolioModel.ipynb | 78 +++++++++---------- .../example_ConsPortfolioModel.py | 24 +++++- .../example_ConsRiskyAssetModel.ipynb | 58 +++++++------- .../example_ConsRiskyAssetModel.py | 8 +- ...example_ConsSequentialPortfolioModel.ipynb | 40 +++++----- .../example_ConsSequentialPortfolioModel.py | 11 +++ 6 files changed, 129 insertions(+), 90 deletions(-) diff --git a/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb b/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb index e5f08a333..c30051c60 100644 --- a/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb @@ -20,7 +20,7 @@ " PortfolioConsumerType,\n", " init_portfolio,\n", ")\n", - "from HARK.utilities import plot_funcs" + "from HARK.utilities import plot_funcs\n" ] }, { @@ -33,7 +33,7 @@ "output_type": "stream", "text": [ "Now solving an example portfolio choice problem; this might take a moment...\n", - "Solving an infinite horizon portfolio choice problem took 10.72180986404419 seconds.\n" + "Solving an infinite horizon portfolio choice problem took 4.454003810882568 seconds.\n" ] } ], @@ -51,7 +51,7 @@ " \"Solving an infinite horizon portfolio choice problem took \"\n", " + str(t1 - t0)\n", " + \" seconds.\"\n", - ")" + ")\n" ] }, { @@ -68,7 +68,7 @@ }, { "data": { - "image/png": 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\n", 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", 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\n", + "image/png": 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", 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" ] @@ -118,7 +118,7 @@ " ],\n", " 0.0,\n", " 200.0,\n", - ")" + ")\n" ] }, { @@ -187,7 +187,7 @@ "MyType.track_vars = [\"cNrm\", \"Share\", \"aNrm\", \"t_age\"]\n", "MyType.T_sim = 100\n", "MyType.initialize_sim()\n", - "MyType.simulate()" + "MyType.simulate()\n" ] }, { @@ -215,7 +215,7 @@ "print(\"as market resources approach infinity, see\")\n", "print(\n", " \"http://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/\"\n", - ")" + ")\n" ] }, { @@ -231,7 +231,7 @@ "init_discrete_share = init_portfolio.copy()\n", "init_discrete_share[\"DiscreteShareBool\"] = True\n", "# Have to actually construct value function for this to work\n", - "init_discrete_share[\"vFuncBool\"] = True" + "init_discrete_share[\"vFuncBool\"] = True\n" ] }, { @@ -244,7 +244,7 @@ "output_type": "stream", "text": [ "Now solving a discrete choice portfolio problem; this might take a minute...\n", - "Solving an infinite horizon discrete portfolio choice problem took 21.6518394947052 seconds.\n" + "Solving an infinite horizon discrete portfolio choice problem took 9.10599970817566 seconds.\n" ] } ], @@ -266,7 +266,7 @@ " \"Solving an infinite horizon discrete portfolio choice problem took \"\n", " + str(t1 - t0)\n", " + \" seconds.\"\n", - ")" + ")\n" ] }, { @@ -283,7 +283,7 @@ }, { "data": { - "image/png": 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fxL9cMpIL03W+pIivKcDlU6y1bC+qYemGAt7MP9a5sdQI7r44ndFJMb4uT0Q6KcDlIx6v5fX3j/LohgL2lJxgUP9wvvOFMdyerYMTRPoiBbjQ3ObhxZ1lPL6xgMKqRlzx/bl//kRumplCVIQW3oj0VQrwIFbb1MbKrW6e3lxEVUMLU0YM5JGvzuDqiUN1MLCIH1CAB6Hy2pM8ubGQ1duKaWztWDH5zctGkj1SKyZF/IkCPIh8eKyex9YXsHZ3GRa4dsowvnHpKCYM14pJEX901gA3xqQAy4GhgBdYaq192OnCpGecmlHy2PrDvLW/gqjwUBZlubj74nRSBvf3dXkich660gNvB/7NWrvTGBML5Blj3rDWfuBwbXIevF7LG/nHeGz9YXYWn2BwdATfm5PB7dkuBmkrV5GAcNYAt9aWA+WdP9cbY/KBZEAB3ge1tHv4264yHttQQEFlIymDo/j5/IncrBklIgGnW2Pgxpg0YDqw1ZFq5Jw1tLTz7FY3T2wspKK+hYnDB/CHW6czb5KWuosEqi4HuDEmBlgD3GOtrfuMP18CLAFITU3tsQLlzGoaW3l6SxHPbCmi9mQbs0bF89uFU7l4dIJmlIgEuC4FuDEmnI7wXmWtffGzXmOtXQosBcjMzLQ9VqF8pqO1zTy+sYDV24ppavVw1YQh/J8rRjMtJc7XpYlIL+nKLBQDPAnkW2t/53xJciaFVY08tv4wa3aW4rUwf+pwvnn5KDKG6HBgkWDTlR74bGAxsNcYs7vzuR9ba191rCr5lPeP1PLndw/z6t5ywkJDuOWCVJZcOlJTAUWCWFdmoWwCNJjqI9uLqnnknUO8c6CSmMiOU2++NjudxFhtLiUS7LQSsw+y1vLuh5U88s4hthfVEB8dwQ+uHsuiLBcDo8J9XZ6I9BEK8D7E47W8tq+cR945zAfldSTHRfGz6yayMFNzuEXk0xTgfUC7x8s/3jvCH98+xOHKRkYlRvPQzVOZP2044ZrDLSKfQwHuQ20eLy/tKuNP7xzCfbyJcUNj+dNtM/jSpKGEaDtXETkLBbgPtLR7WJNXxiPvHqK05iSTkgewdPFM5owfouAWkS5TgPei5jYPf9lewqPrD1Ne28y0lDjunz+Jy8cmatWkiHSbArwXnGz1sGqrm6UbCqiob+GCtEE8eNMULXcXkfOiAHdQY0s7K3LdPLGxgKqGVrJHxvPwLdPJGjlYwS0i500B7oCm1naW57h5bP1haprauGRMAt/5whguSBvs69JEJIAowHvQyVYPK3PdPLr+MMcbW7k0I5F75oxhRuogX5cmIgFIAd4Dmts8rNpazJ/fPUxVQwuXjEngnjkZzHQpuEXEOQrw89Dc5uG5bcU88u5hKupbmDUqnj8vmqGhEhHpFQrwc9DS7uH5HaX86e1DHK1r5sL0wTx8y3SyR8X7ujQRCSIK8G5o93h5cVcZD795kLITJ8l0DeJ3C6eSPSpes0pEpNcpwLvAWstr+47y29cPcLiykakjBvLLGyZzyRjN4xYR31GAn4G1lo0Hq/jNugPsLatldFIMjy6awdUThyq4RcTnFOCfI89dw2/W7Se3oJrkuCgeunkq109PJlR7lYhIH6EA/4QDR+v5zbr9vJlfQUJMBP/15QncelEqkWHaj1tE+hYFeKeKumZ+/+aH/GV7CdGRYdx7VQZ3zU4nOlJNJCJ9U9CnU1NrO49vKOSxDYdp83i5c1Y6375yNIOiI3xdmojIGQVtgHu8ljV5pTz0+gEq6luYN3koP7x6HGkJ0b4uTUSkS4IywDd8WMkvXs1n/9F6pqfG8edFM5jp0upJEfEvQRXgB4/Vc/8r+Wz4sJKUwVH88bbpXDN5mKYEiohfCooAr2tu4+E3D/LMliL6R4TyH9eMZ3G2SzNLRMSvBXSAe72WF/JKeXDdfo43tnLLBance1UG8TGRvi5NROS8BWyA7y45wU/X7mNPaS0zXYNYdteFTEoe6OuyRER6TMAFeGV9Cw/+cz9/zSslKTaS339lKgumJWucW0QCTsAEuNdreW57Cb96LZ+TbR6+cdlIvn3lGGK0EEdEAlRApNuBo/X8+KW95LlryBo5mP+3YDKjk2J8XZaIiKP8OsBPtnr4n7cPsnRDAbH9wvjtzVO5YYaGS0QkOPhtgG88WMlPXtpHcXUTN88cwX3zxjNYy99FJIj4XYDXN7fxi1fzWb2thJGJ0Ty3JIuskTrKTESCj18F+MaDlfxozV7Ka0/yzctGcc+cMfQL12IcEQlOfhHgDS3tPPBKPqu3FTMqMZo1/zqL6amDfF2WiIhP9fkA311ygu+s3kVpTRPfuHQk3/tihnrdIiL04QD3ei1LNxbw0LoDDBnQj+e/kU1mmnYMFBE5pU8GeGV9C99/fjcbD1ZxzeRh/OKGyQyMCvd1WSIifUqfC/C9pbUsWbGDmqZWfnnDZG65IEXzukVEPkOfCvC1u8v44QvvkRATyZp/ncXE4dp8SkTk84Sc7QXGmKeMMRXGmH1OFvLo+sN897ndTE2J4+/fmq3wFhE5i7MGOLAMmOtUAdZafvXafn712n6unTKMlXdfpP26RUS64KwBbq3dAFQ7VcAf3jrEo+sPc9tFqTx8y3Qiwrryb4qIiPRYWhpjlhhjdhhjdlRWVnbpPau3FfP7Nz/kxhkjeGDBJEJDdLNSRKSreizArbVLrbWZ1trMxMTEs77+vdIT/OfafVyWkcivbpysmSYiIt3kk/GKxpZ2vvXsLhJjInn4lmmEh2rYRESku3wyjfCRdw9RXN3Ec0uyiOuvLWBFRM5FV6YRrgZygLHGmFJjzN3nc8Hi4008vrGQ66cnaxtYEZHzcNYeuLX21p684B/ePkiIgR99aVxPfqyISNDp1cHno7XNrN1dxlcyUxgyoF9vXlpEJOD0aoA/vbkQj9fy9UtG9uZlRUQCUq8FeJvHy/M7Spg7aSgpg/v31mVFRAJWrwX4pkNV1DS1cf30Eb11SRGRgNZrAf6P3UcY0C+MSzMSeuuSIiIBrVcC3OO1vH2ggjkThhAZpuPQRER6Qq8E+PtHajnR1MZlGWdfYi8iIl3TKwG+8WAVALNHa/hERKSn9EqAbzpYxYRhA0jQPt8iIj3G8QBvbfeys7hGy+ZFRHqY4wG+70gtLe1eLkgb5PSlRESCiuMBnldUA8BMBbiISI9yPMC3F1Xjiu9PUqz2PhER6UmOBri1ljx3DZmuwU5eRkQkKDka4IVVjRxvbNX4t4iIAxwN8B2d49+ZCnARkR7naIDnH62jf0QoIxNinLyMiEhQcjTA3cebcMVHExKiE+dFRHqaowFeVNVIeoL2/hYRcYJjAd7u8VJS09EDFxGRnudYgB850Uybx5KuABcRcYRjAV50vBEAV7yGUEREnOB4gKcnqAcuIuIE5wK8qon+EaEkxmoLWRERJzjaA3fFR2OMphCKiDjB0QBP0/i3iIhjHAlwC5RUN5Gm8W8REcc4EuBt7V7aPFY9cBERBzkS4K3tXgDSNAdcRMQxjgR4i6czwDWEIiLiGMd64FHhoSRpCqGIiGOc6YG3e3DF99cUQhERBznWA9cKTBERZzkW4NqFUETEWY7NA9c+4CIiznJsJaZ64CIiznIswDUGLiLiLEcCPMQYTSEUEXGYIwEeERqiKYQiIg7rUoAbY+YaYw4YYw4ZY350ttdHhDl6VrKIiNCFADfGhAJ/Ar4ETABuNcZMONN7IhXgIiKO60rSXggcstYWWGtbgeeA+Wd6g3rgIiLO60rSJgMlH3tc2vnc/8cYs8QYs8MYs6O5sa6n6hMRkc/RlQD/rLuR9lNPWLvUWptprc0cnpRw/pWJiMgZdSXAS4GUjz0eARxxphwREemqrgT4dmCMMSbdGBMB3AL83dmyRETkbMLO9gJrbbsx5lvAOiAUeMpa+77jlYmIyBmdNcABrLWvAq86XIuIiHSD5vuJiPgpBbiIiJ9SgIuI+CkFuIiInzLWfmpNzvl/qDH1wIEe/2D/lABU+bqIPkDtcJra4jS1xWljrbWx3XlDl2ahnIMD1tpMhz7brxhjdqgt1A4fp7Y4TW1xmjFmR3ffoyEUERE/pQAXEfFTTgX4Uoc+1x+pLTqoHU5TW5ymtjit223hyE1MERFxnoZQRET8lAJcRMRP9WiAd/fw40BijHnKGFNhjNn3secGG2PeMMYc7Px9kC9r7C3GmBRjzDvGmHxjzPvGmO92Ph907WGM6WeM2WaM2dPZFj/rfD7o2gI6ztg1xuwyxrzc+Tgo2wHAGFNkjNlrjNl9agphd9ujxwL8XA4/DjDLgLmfeO5HwFvW2jHAW52Pg0E78G/W2vFAFvB/O78LwdgeLcCV1tqpwDRgrjEmi+BsC4DvAvkfexys7XDKFdbaaR+bC9+t9ujJHni3Dz8OJNbaDUD1J56eDzzT+fMzwILerMlXrLXl1tqdnT/X0/EXNpkgbA/boaHzYXjnL0sQtoUxZgRwDfDEx54OunY4i261R08GeJcOPw4yQ6y15dARakCSj+vpdcaYNGA6sJUgbY/OYYPdQAXwhrU2WNviv4EfAt6PPReM7XCKBV43xuQZY5Z0Ptet9ujJpfRdOvxYgocxJgZYA9xjra0z5rO+IoHPWusBphlj4oCXjDGTfFxSrzPGXAtUWGvzjDGX+7icvmK2tfaIMSYJeMMYs7+7H9CTPXAdfvxpx4wxwwA6f6/wcT29xhgTTkd4r7LWvtj5dNC2B4C19gTwLh33SoKtLWYD1xljiugYXr3SGLOS4GuHj1hrj3T+XgG8RMcwdLfaoycDXIcff9rfgTs6f74DWOvDWnqN6ehqPwnkW2t/97E/Crr2MMYkdva8McZEAXOA/QRZW1hr77PWjrDWptGRDW9baxcRZO1wijEm2hgTe+pn4CpgH91sjx5diWmMmUfHONepw48f6LEP7+OMMauBy+nYHvMY8FPgb8DzQCpQDNxsrf3kjc6AY4y5GNgI7OX0eOeP6RgHD6r2MMZMoeNmVCgdHabnrbU/N8bEE2RtcUrnEMq91tprg7UdjDEj6eh1Q8dQ9rPW2ge62x5aSi8i4qe0ElNExE8pwEVE/JQCXETETynARUT8lAJcRMRPKcBFRPyUAlxExE/9L4iiF8YkWBdFAAAAAElFTkSuQmCC\n", + "image/png": 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", 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\n", 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", 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" ] @@ -330,7 +330,7 @@ " [DiscreteType.ShareFunc[0], lambda m: DiscreteType.ShareLimit * np.ones_like(m)],\n", " 0.0,\n", " 200.0,\n", - ")" + ")\n" ] }, { @@ -350,7 +350,7 @@ } ], "source": [ - "print(\"\\n\\n\\n\")" + "print(\"\\n\\n\\n\")\n" ] }, { @@ -363,7 +363,7 @@ "# Make another example type, but this one can only update their risky portfolio\n", "# share in any particular period with 15% probability.\n", "init_sticky_share = init_portfolio.copy()\n", - "init_sticky_share[\"AdjustPrb\"] = 0.15" + "init_sticky_share[\"AdjustPrb\"] = 0.15\n" ] }, { @@ -376,7 +376,7 @@ "output_type": "stream", "text": [ "Now solving a portfolio choice problem with \"sticky\" portfolio shares; this might take a moment...\n", - "Solving an infinite horizon sticky portfolio choice problem took 111.06221723556519 seconds.\n" + "Solving an infinite horizon sticky portfolio choice problem took 42.04501509666443 seconds.\n" ] } ], @@ -403,7 +403,7 @@ " \"Solving an infinite horizon sticky portfolio choice problem took \"\n", " + str(t1 - t0)\n", " + \" seconds.\"\n", - ")" + ")\n" ] }, { @@ -420,7 +420,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "
" ] @@ -436,7 +436,7 @@ "print(\n", " \"Consumption function over market resources when the agent can adjust his portfolio:\"\n", ")\n", - "plot_funcs(StickyType.cFuncAdj[0], 0.0, 50.0)" + "plot_funcs(StickyType.cFuncAdj[0], 0.0, 50.0)\n" ] }, { @@ -453,7 +453,7 @@ }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -474,7 +474,7 @@ " plt.plot(M, C)\n", "plt.xlim(0.0, 50.0)\n", "plt.ylim(0.0, None)\n", - "plt.show()" + "plt.show()\n" ] }, { @@ -492,7 +492,7 @@ }, { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] @@ -513,7 +513,7 @@ " [StickyType.ShareFunc[0], lambda m: StickyType.ShareLimit * np.ones_like(m)],\n", " 0.0,\n", " 200.0,\n", - ")" + ")\n" ] }, { @@ -533,7 +533,7 @@ "init_age_varying_risk_perceptions[\"aXtraNestFac\"] = init_portfolio[\"aXtraNestFac\"]\n", "init_age_varying_risk_perceptions[\"BoroCnstArt\"] = init_portfolio[\"BoroCnstArt\"]\n", "init_age_varying_risk_perceptions[\"CRRA\"] = init_portfolio[\"CRRA\"]\n", - "init_age_varying_risk_perceptions[\"DiscFac\"] = init_portfolio[\"DiscFac\"]" + "init_age_varying_risk_perceptions[\"DiscFac\"] = init_portfolio[\"DiscFac\"]\n" ] }, { @@ -549,7 +549,7 @@ "init_age_varying_risk_perceptions[\"RiskyAvgTrue\"] = 1.08\n", "init_age_varying_risk_perceptions[\"RiskyStdTrue\"] = 0.20\n", "AgeVaryingRiskPercType = PortfolioConsumerType(**init_age_varying_risk_perceptions)\n", - "AgeVaryingRiskPercType.cycles = 1" + "AgeVaryingRiskPercType.cycles = 1\n" ] }, { @@ -561,7 +561,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a 65 period portfolio choice problem with age-varying risk perceptions took 5.567425489425659 seconds.\n" + "Solving a 65 period portfolio choice problem with age-varying risk perceptions took 1.3649990558624268 seconds.\n" ] } ], @@ -585,7 +585,7 @@ " + \" period portfolio choice problem with age-varying risk perceptions took \"\n", " + str(t1 - t0)\n", " + \" seconds.\"\n", - ")" + ")\n" ] }, { @@ -602,7 +602,7 @@ }, { "data": { - "image/png": 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\n", 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", 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\n", 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", 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" ] @@ -637,7 +637,7 @@ "print(\"Consumption function over market resources in each lifecycle period:\")\n", "plot_funcs(AgeVaryingRiskPercType.cFunc, 0.0, 20.0)\n", "print(\"Risky asset share function over market resources in each lifecycle period:\")\n", - "plot_funcs(AgeVaryingRiskPercType.ShareFunc, 0.0, 200.0)" + "plot_funcs(AgeVaryingRiskPercType.ShareFunc, 0.0, 200.0)\n" ] }, { @@ -681,7 +681,7 @@ "\n", "# Create a function to compute the Merton-Samuelson limiting portfolio share.\n", "def RiskyShareMertSamLogNormal(RiskPrem, CRRA, RiskyVar):\n", - " return RiskPrem / (CRRA * RiskyVar)" + " return RiskPrem / (CRRA * RiskyVar)\n" ] }, { @@ -693,7 +693,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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upb11teWYVWpZVq7qtsvTruYDQeULRKRqXuu66q4rVW5DVA3oS6g7oDf2XXPl9ZX3wDdhnRAtF+95rToHsO6yjfB6BBtjnsI6/pGecdty3p+BqsfBjjWUUJuajqn3fuB5PUoqT3bdmcophKtNzevpPb+B9UUXbay0wBupnBa4Y5VfLDV9Bg4AN1Z5fwKNMT8exz421ufumM+PMWaHMeZKrOGcp4EFVY5bs2r1Ad3LU8DsaoIWIjJNrGndwMpmZ6icbjYFGAf8PxG5xev1fwEXYQX12tLNzvesGycikUDVCSfq25ZUoHst26nJrZ5tR2GdSCw/6bsO6C9WetkArPFUb3Vtr6GpcmvzI9ZwzDCsFLCb8EyoANSUiiAV6CrVzJdaHyIyXER6i5W+Nhp4EVhsjCkfZvknVi75jmJlgbwT67xCdd4FzhfrhLndc+ItUUTijDH7sIZfHhURPxE5CytPfbntWCcmJ4s1rdyD1J3B8CGxUtz2B2Zx9JhWYow5gPXePulp0yCsXqj30FJNqXmDsT5/aZ73axbH5odvg/XZdorINKwx8oXVNOU14A+e9iLWnKrTjnMfG+tzd0zqZhGZLiKxnl8q2Z6XXdWt3Bw0oHt4hkuWAHdXs3go8LOI5GENm/zOGLOnyvr7sYL6veK5IsUYk4SVHtZg5ZSuyRtYKVbXecrXlpq2trbMAf7h+dnakMl538PKv73b83jc0/7tWCeYFmGNjVYdr38La+LnbBH5pJp6G5Qqtzae4Yg1wCZjTInn5RXAPmPM4RpW+9Dzb4aIrDmOzXYHvsQ6QbkRK5B5j0X/HWvMdYNn+f88r1XX/gNYsxzdjxUAD2B91sr/Bq/C+nLKBB7BqwPg+QK5BWtsOxmrx17X9dFLsE4yfgs8a4z5upayV2KdaEzBSrT1iGeMv1y1qXmNMZuxruxZgRX8BmKdVPf2M1a65nSs8zOXVne+wxjzMVaP932xrr7ZiDUr1vHsY6N87kz1qZsnAps8f39/xZpasaEzbDUZzeXSxETkbazp2B6ss7BSHiIyB+tqogalKRaRrhy9CsUnry9vDft4vFr7jUVNyvPBuxhr1nallGpSOuTSRMSa5Wcj1qw2e+oqr5RSJ0qHXJRSykdoD10ppXyEBnSllPIRzXZSNCYmxnTt2rW5Nq+UUi3S6tWr040x1d5Y1mwBvWvXrqxataq5Nq+UUi2SiNSYFkKHXJRSykdoQFdKKR+hAV0ppXyE3inq40pLS0lKSqKo6JRJN6GUqoeAgADi4uJwOp31XkcDuo9LSkoiNDSUrl27Uv28C0qpU40xhoyMDJKSkujWrVu916tzyEVE3hZrzseNNSwXEXlRrLkI14vIGQ1ot2piRUVFREdHazBXqgUREaKjoxv8y7o+Y+hzsVJG1mQSVnrMnlizoL/aoBaoJqfBXKmW53j+busccjHGLPVkDazJBcA/PdNM/SQiESLS3hhzsLZ6c7du4vsz+zastT6stoPnb/cjPDAGf0dApdf9unSh43PPYgsMbOrmHbfs7Gzee+89brnllroL1+H555/nzTffxOFwEBsby9tvv02XLrVNOalU69IYY+gdqTy3X5LntWMCuojMxurF0yM8gJzo5hzCb7ykZCfa/zXGYACn3UbVuG7cLvZLMWWSQoR/JF3DuhAb1AZxu8j9ZhHpf/87bW6//QRb0HSys7N55ZVXGiWgn3766axatYqgoCBeffVV7rnnHj74oNqJeJRqlRojolYXz6qNlsaY14HXAYYMGWIu/EzvFAXYl5HPxBeWMaRrJP+8dljl3nr6DvJfGc7HA8bzuskhOW8DcSFxTO83ndGB/mS89TbhU6fi3/14Zp5revfddx+7du0iISGB8ePH88wzzxx3XWPHjq34/4gRI3j33eOdzU4p39QYAT2JypO1xnH8EwG3Sl2ig7n/vD489N9NzPvlAFcN95ofOKYnwfFXMn39h1z525V8l7Odf276J0/98hQf9o3hqe8DOPTHx+j8ztt1jrk9+tkmNqccadS29+sQxiPn969x+VNPPcXGjRtZu3ZttctHjx5Nbm7uMa8/++yznHPOOTXW+9ZbbzFpUl0zlCnVujRGQP8UuE1E3seaEzGnrvFzdayrh3fhy02HeOJ/mxndM4ZOUUFHF465F9Z9gH3pc4yf+iLju4xnadJSbv32VnZfOY5ur3/Fkc//R/j5U5pvB47TsmW1TbVavXfffZdVq1axZMmSJmiRUi1XnQFdROYBiUCMiCRhTWDrBDDGvIY1g/d5WJO1FmDNvq0ayGYT/nxpPBP+spS7PlzHvBtGYLN5etwRnWHILFj5Foz6HUT34Oy4sxncdjAvBG7ktYEDSH36aUISx2APDa1xG7X1pJtLQ3voixYt4oknnmDJkiX4+9c18b1SrUt9rnK5so7lBri10VrUinWMCOThKf2456P1/GPFXmaN8rqhYPRdsOZfsPgpuOQNAGb2n8lvv/stu6+fRsffv0jaC3+l3UOn1lzUoaGh1Qbscg3pof/666/ceOONfPnll7Rp06YxmqeUT9FcLqeYaUPiGNs7lqe/3MrutLyjC0LbwvDZsOFDSN0MwNlxZ9M1rCtvlH5HxJVXkDVvHoUbNzVTy6sXHR3NqFGjGDBgAHffffcJ1XX33XeTl5fHtGnTSEhIYOrUqY3USqV8Q7PNKTpkyBCj+dCrl3qkiHP/spQescF8eNOZ2MuHXgoy4a/x0O1suOLfAMzfNp/HfnqMt8/8G+GzHsLZvj1d35+H2O0AbNmyhb599Xp/pVqi6v5+RWS1MWZIdeW1h34KahsWwKNT+7NmfzZvLNt9dEFQFIy8DbZ+DslrAJjaYyqR/pH8Y/8C2t57L0UbNpD94YfN1HKlVHPSgH6KuiChAxP7t+P5r7ezPdVrDHrEzRAYBd89DkCAI4Ar+lzBkqQlpI/uS9CQIaS//ArukpJmarlSqrloQD9FiQiPXzSAkAAHD33ilRctIAzO+j3s+hb2/gDA5b0vx8/mx7tb3iXmlpspS0sj57//baaWK6Waiwb0U1hMiD+3jj2Nn/dksnJv5tEFw26AkHbw3WNgDNGB0Uw9bSqf7vyUwoReBPTrR+abb2FcruZrvFLqpNOAfoq7clgnooL9eOm7nUdfdAbC2XfB/hWwZykAM/rNoMRdwvzt84m+4XpK9u0jd9G3zdRqpVRz0IB+igvyc3DdWd1Ysj2NDUk5RxecPsPqpS+1cqN0D+9OYlwi7299H+f/nY2zc2cy3nyzmVqtlGoOGtBbgBkjuxAa4ODl77176QHWXaN7l8H+nwC4pv81ZBVn8dne/xF97bUUbdiAu7i4mVptKc+22JgWLFiAiKCXvSpVmQb0FiAswMnMM7vy5aZDla94GfwbCIqp6KUPaTuE/tH9mbtpLsEXTMEeE4M7L6+GWk+Oxg7oubm5vPjiiwwfPrzR6lTKV2hAbyFmjepGkJ+dV7x76X7BMPJW2LkIklcjIsweNJsDuQf4KuU7oq65BlNcjLuwsNna7Z0+90TvFAV46KGHuOeeewgICKi7sFKtjE4S3UJEBftx9fDOvLV8D78f34su0cHWgqHXww9/haXPwZXvMbbTWHpH9ub19a8z4bJ/krLmV8rS0/Hr1Am+uA8ObWjchrUbCJOeqnFxY6bP/fXXXzlw4ABTpkzh2WefPaFmK+WLNKC3IDeM7s4/Vuzj1cW7eOqSQdaLAWHWzUaLn4RDG5F2A7gx/kbuWHwH32T+SJfgGFw5ObjbtDklf47VNzmX2+3m97//PXPnzm3aBinVgmlAb0HahAVw2ZA4Plh5gP83ricdIjxziQ6bDT++BMuehWlzGdd5HKdFnMbr61/nydOeABHKMjLwq6Un3Vzq20PPzc1l48aNJCYmAnDo0CGmTp3Kp59+ypAh1aa1UKrV0YDewtx4dg/e/+UAry/dzZypnvzmQVEw7HpY/gIkbscW24sb42/k7iV3U2RKsEe2xZWVhTs2FpvTeVLb21jpc8PDw0lPT694npiYyLPPPqvBXCkvp+KvcFWLTlFBXHh6R+b9sp+0XK9LEkfeBo4AWPYcAOM7j6d7eHdyS3JxxMYC4EpLO+ntbcz0uUqp2mlAb4FuTuxBicvNW8v3HH0xOAaGXGvlS8/cjd1m58ZBN1LmLiPPFGGPiKAsK6tZkna99957bNy48YQmiK5q8eLF2jtXqgoN6C1Qj9gQJg9sz79W7CUz3ytAn/lbsNlh2fMATOg6AYfNweHCwxW99LK09OqqVEr5AA3oLdTvxvWksNRV+e7RsPYweBasfQ/Sd2C32QlxhlBcVmz10iMjcWU3Ty9dKdX0NKC3UD3bhnLp4Dj+tWIfSVkFRxecfZc1lv7dYwAEOgLxs/uRVpiGIyYGgLJmGEtXSjU9Degt2O3n9EIEnv9m+9EXQ9rAmbfB5v9W3D0aGxhLUVkRuaYQR2Qkruxs7aUr5YM0oLdgHSICmXlmVz7+NZktB48cXTDyNgiKhkWPAhDuH46/w5/UglTs2ktXymdpQG/hbk7sQai/g2e+2nb0xYAwGH0X7FkCpUWICG2D2lLqKiXLlYsjMgpXlvbSlfI1GtBbuIggP25OPI3vth7m590ZRxcMuRbCO0FRNhhDiDOEIGcQ6YXp2GKiQKDs8OEmb19jZ1ucP38+/fr1o3///lx11VWNVq9SvkADug+YNaor7cICeOrLrRhjrBedATD2fnCVQFF2RS+9zF1GZtkRHNHR1lh6E2dibMyAvmPHDp588kl++OEHNm3axAsvvNAo9SrlKzSg+4AAp53bz+nJr/uz+WpT6tEFgy4HuxOOHATjJsgZRKhfKOmF6Uh0JGK3U5qaWnPFjaAx0+e+8cYb3HrrrURGRgLQpk2bxmiiUj5Dc7n4iEsHx/HGst0889VWzunbBofdZt1kFBABrmIoyOTpTW+xOWMzhWWFOG1OnG7BlJQgmwIQu/24ttsnqg/3Dru3xuWNmT53+3brap5Ro0bhcrmYM2cOEydOPK52K+WLNKD7CIfdxt0T+nDTu6tZsDqJK4Z1thY4A8Fph1yrl24TGw6bgzJ3GU5HAJR6gnpgYLO0u77JuQDKysrYsWMHixcvJikpidGjR7Nx40YiIiKaroFKtSAa0H3IhP5tOaNzBM9+vZ3Jg9oTGuDJrBjeEdK3c2/fayCsI6WuUnZk7yDML4x2rhBKk5JwxsXhaIbA2JAeelxcHCNGjMDpdNKtWzd69+7Njh07GDp06MlqrlKnNA3oPkREmDO1Pxe8/AN/XbSDB6f0sxb4BUNgFOSlQVA0TkcA0QHRpBemExUeiT0ggLLUVOxhYYitcU+rNFb6XIALL7yQefPmMXPmTNLT09m+fTvdu3dvjGYq5RP0pKiPGRQXweVDOjH3x73sPOwVSMM6gAjkpAAQExiDw+bgUH4qjrZtMaWluDIzG709jZk+d8KECURHR9OvXz/Gjh3LM888Q3R0dCO1VKmWTyouczvJhgwZYlatWtUs2/Z1GXnFjH12MYPiInhgVBh9+/a1FuSmQm4KRPWAgDCyi7JJzkumY0hHAg9lYwoL8e/ZE3HoDzelTgVbtmw5+vfrISKrjTHV5o6uVw9dRCaKyDYR2Ski91WzPFxEPhORdSKySURmHVfrVaOIDvHnznN7s3xnOoUlrqMLQmLB7g9HksG4CfcPJ9ARaKUEaNsG43KflJuNlFJNo86ALiJ24GVgEtAPuFJE+lUpdiuw2RgTDyQCz4mIXyO3VTXA1cM706ddKDmFpbjdnl9hYrNOkJYVQX46IkK74HaUucvIcOfiiIqkLDMTd1FR8zZeKXVc6tNDHwbsNMbsNsaUAO8DF1QpY4BQEREgBMgEyhq1papBHHYbj07tT5nbcDjPa6o6/zDwD4XcQ+AqJcgZRLh/OBlFGbhjPDcbHTxIcw3FKaWOX30CekfggNfzJM9r3l4C+gIpwAbgd8YYd9WKRGS2iKwSkVVpmu2vyQ3vHk2Qn5203GKKyzxDLyIQFgfGbY2nA22D2iIIqUVpONq2xZ2fj/vIkVpqVkqdiuoT0KWa16p23yYAa4EOQALwkoiEHbOSMa8bY4YYY4bEeqZEU00rPNCJAAeziyrneQmJhYJMKM7DaXcSExhDbkkuhcEObAEBlB46hHEf852slDqF1SegJwGdvJ7HYfXEvc0C/mMsO4E9QJ/GaaI6EXab0DbMnyNFpRwpLD26IKQd2P0gez8YN9GB0fjb/TmYfwh7O+syxrJ0nX9UqZakPgF9JdBTRLp5TnReAXxapcx+YByAiLQFegO7G7Oh6vjFhPgT6LSTnF1EmcvT67bZrfS6rmLIS8UmNtqHtKfUXUq65GMPD6csLQ13cXHtldehMbMt7t+/n7Fjx3L66aczaNAgFi5c2Cj1KuUr6gzoxpgy4DbgK2ALMN8Ys0lEbhKRmzzFHgPOFJENwLfAvcYY7d6dIkSEuMggXG7DwRyvK1gCwiAg0ro+vbSIYGcwEQERZBZm4o6NRERO+ARpYwb0xx9/nMsuu4xff/2V999/n1tuuaVR6lXKV9TrOnRjzEJjTC9jTA9jzBOe114zxrzm+X+KMeZcY8xAY8wAY8y7Tdlo1XCBfnZiQ/3JKight8hr6CW8o3U5Y84BMIa2QW2x2WykFB+2TpDm5eHKyTnu7TZm+lwR4YjnZG1OTg4dOnQ4ofqU8jV6S2Br8tLzONdvIgkrwFec7XaXQlkxOPzB5sThLqPIVcxeuz/2klJwGyQoEKnm/Lh/3z60u//+GjfZmOlz58yZw7nnnsvf/vY38vPzWbRoUT13XKnWQQN6ayLg77RRWOKipMyNv8PzA83mBCmDshLwc1jpdU0Zpe4S7H7+mMIiKClF/Br/XrGGJOcqT8x15513smLFCmbMmMHGjRuxNXJCMaVaKg3orUh5Tzo5u5CMvGI6xoYQ7O/5CJQWQdpW66ajqO4Uu0vYlb0LuzOE9vlOyjIy8OveHXtQUKO2qSE99Lfeeosvv/wSgJEjR1JUVER6errOXKSUhwb0VqhdWAC5haUkZRVyWpsQ7Daxrk0P62DleSnMxD8omjZBbUjNTyUsoj0BR5yUJidj69GjQSl2GzN9bufOnfn222+ZOXMmW7ZsoaioCL2fQamj9LdqK2S3CXFRQRSXuTiY4zVJdHCslTs9JxnKSogOiCbQGcihgsPY2rfFFBdT1sA7fBszfe5zzz3HG2+8QXx8PFdeeSVz587FyjahlALtobdaIf4OYkP9ScstJizASVig00oLENHFGnrJ2Y9E9aBjcEd25eziEEdoFxFBWVo69rAwbA2Ysu69995rlDb369ePH374oVHqUsoXaQ+9FWsbFkCA005SViGl5TccOfytoZfiXCjIwN/hT5ugNlZagKhgxGGnNClZ0wIodQrSgN6K2UToHBWEyxiSswqP3kAUFAN+IdZ4emlRxdBLSuEhpH1b3MVFDR56UUo1PQ3orVyA0067sACOFJWSVVBivSgCkV0Agey9CIaOIVaCzYPkYA+PoCw9HXdBYc0VK6VOOg3oipgQP0L8HaRkF1FU6kmza/eDiM5QWghHDuJv96ddcDvyS/PJjfRHHA5Kkg5gXK7aK1dKnTQa0BUiQqeoIGwi7M8owFU+w1FghDX8kn8Yio4Q4R9BqF8oqcVpmPaxmJISSlNTm7XtSqmjNKArAJx2G52jAikqc5GS7TWeHtYBHAGQvQ9xl9EhpAN2sZPszsQeHY0rMxNXLdeZK6VOHg3oqkJIgJO2YQFkFZSQVeBJ4GWzQ2RXcLsgex8OsdMxpCPFZcWkh7ityTCSkzGlpbXWrZRqehrQVSVtQv094+mFR8fTnYEQHmddyph3iBC/EGICY8gqzqaoTTjG5aIkOVnnIVWqmWlAV5VUjKfbhH0ZBbjKrzcPiobAKGty6aIjtAlqQ5AziJTSdKRtLO68vFpnOLLb7SQkJFQ8nnrqqUZpb1351kNCQir+f+aZZza4/vJ1GjOvu1JNRQO6OobTbqNLVBAlZW4OZHrG00WsXrojALL2Iq5S4kLiEBGSHEewhYVRlnoYV35+tXUGBgaydu3aisd9993XKG1tSKD98ccfG1x/+Toa0FVLoAFdVSvY30GHCOv69NQjnmnobHaI7AYYyNqD03Z0PD0j3Ib4OSlNSsKUldVrGytXrmTQoEEUFRWRn59P//792bhxIwAXXnghgwcPpn///rz++usV6/zzn/9k0KBBxMfHM2PGjAZNoFHeW9+7dy99+vTh+uuvZ8CAAVx99dUsWrSIUaNG0bNnT3755Zdj1qlrO9W1Nz8/n8mTJxMfH8+AAQP44IMPjllv2rRp3HbbbZx11ll06dKF5cuXc80119CrVy+uu+66Ot/D9evXs2fPnjrLqVbCGNMsj8GDBxvV9DZv3lzp+ZgxY+p8PPPMM8YYY9xutxkxarT543Mvm+z8YpOWlmaVGT3KjBk52IwZNcIYt9uk5qeajWkbTVbWIVOwcaMp2rPHuN3uStu12WwmPj6+4vH+++8bY4x54IEHzJ133mluueUW86c//amifEZGhjHGmIKCAtO/f3+Tnp5uNm7caHr16mXS0tIqyuzZs8f079+/xv0PDg4+5v979uwxdrvdrF+/3rhcLnPGGWeYWbNmGbfbbT755BNzwQUXVLtObduprr0LFiww119/fUWZ7OzsY9br3bu3ee6554wxxjz00EOmV69eJiUlxRQXF5uIiAhTVFRU4zaNMeann34yAwcONLt37670+sKFC01iYqJ58MEHzXfffWfOPvtsc8cdd9Ralzr1VP37NcYYYJWpIa5qci5VIxHB32HDz2HjQFYh4eI5SWpzWDceuUogP53Y4FgKywpJKc2ga9to3IfSKUtNxdmuXUVd5UMuVT388MMMHTqUgIAAXnzxxYrXX3zxRT7++GMADhw4wI4dO1i5ciWXXnopMTExAERFRVVMSddQ3bp1Y+DAgQD079+fcePGISIMHDiQvXv3Nri+6to7cOBA7rrrLu69916mTJnC6NGjK61TVFREdnY2t99+O2C9R9dddx3t27cHICgoCD+vSUXefffdas89HDx4kMsvv7zSL4tvv/2W77//nj//+c/85S9/YdGiRcybN4/NmzfTr1+/Bu+fahk0oLcyixcvbnD5UpebnYfzyCeQb779DqfdBsZA5m44koQ4A+gY0pHdObs5YHLoGmmlBrAFBmIPD6+1/szMTPLy8igtLaWoqIjg4GAWL17MokWLWLFiBUFBQSQmJlJUVIQxptHS5fr7+1f832azVTy32WyU1XPIqFxN7e3VqxerV69m4cKF/OEPf+Dcc8/l4Ycfrlhv06ZNnHHGGRUzLq1bt46bb74ZgKSkJDp06FBpf6dPn8706dMrbXv//v1MnTqVv/zlL5VeN54rjqKiosjLy8PlclX04pTv0jF0VSen3UbX6CDK3Ia9Gfm43Z6TpJFdrZOkmXtwuF10Du2My7hIDi7GFhRESXIy7sLa873Mnj2bxx57jKuvvpp7770XsCaAjoyMJCgoiK1bt/LTTz8BMG7cOObPn09GRgZgfRnUNYFGY6ltOzW1NyUlhaCgIKZPn85dd93FmjVrKq23YcMG4uPjK56vX7+eQYMGAVZwL/9/bbZt28Yrr7zCqFGjKr1+zjnnMG7cOLZs2VIxF+uqVavo379/g/ZbtSzaQ1f1EujnoHNUEHsz8jmQVUDnqCDEZoeobpC2HTJ2ERDbi7iQOA7kHiA9KpToQzZK9u/Hv0cPCgsLSUhIqKhv4sSJ9OvXD4fDwVVXXYXL5eLMM8/ku+++Y+LEibz22msMGjSI3r17M2LECMAaGnnggQcYM2YMdrud008/nblz51ZMoDFp0iSeeeaZJtl/74k6qm6npvZu2LCBu+++G5vNhtPp5NVXX61U54YNGxg2bBhgDb8UFhYSGRkJVA7utRk/fny1r0+aNIlJkyZVPF+6dOkxZc477zzefPNNOnToUOd2VMsgzfUTbMiQIWbVqlXNsu3WZMuWLfTt27fR6kvPKyYlu5CYEH86RHgmuSjOg4yd1mxH0T1IL8okNT+VtrYIgg9mYwsOxq9LF51dSKkGqu7vV0RWG2OGVFdeh1xUg8SE+BMT4k96XjFpuZ7LGf1DrMyMJXmQfYDogGgiAyJJdWdTGhth3XR0SJN4KdXUdMhFNVj78ABKXW4O5hTisAuRQX4QFAWuYsg9hNidtAttR4mrhKSyHLpGhFGWkY74++GIimru5ivls7SHrhpMROgUGUSwv4OkzEJyizyJuULaWSkC8lKx5afTKbQTfjY/9gfmI8FBlKYc1MyMSjUhDejquNhsQtfoIPydNvZlFJBfXOZJD9AJAsLhSDL2omw6h3UGEZLCypAAf0oOHKjzyhel1PHRgK6Om91mo1tMMA67sDc9n4KSsqOXM/qFQvZ+/EoK6RzamRLKOBgJYrdTsm8f7pKS5m6+Uj5HA7o6IU67je4xIdjtwp70fApLykBs1uWMziDI2kOQ5xr1QkpIi3aAMZTs3VfvnC9KqfrRgK5OmJ/DRveYYOwi7C4P6jY7RPUAhz8SEMbNs26gY0hHjlDE4XAbnUYMZ/K552I86Xk/++wz+vXrx4ABA3jggQcq1b9t2zYSExNJSEigb9++zJ49+5g27N27lwEDBhzz+sMPP8yiRYvqvS8pKSlceumlAKxdu5aFCxc25K2oVz1z5szh2WefPa56q5o7dy4pKSnNXseJ8D52q1at4v/9v//XZNuquq/XX389mzdvbrZ6Gl1NSV6a+qHJuU6O6pL7NJWi0jKzOSXHbErONgUlZdaLZcUmOCjQJAzoYwpyMkxmYaZ5dd6rpn//vmbi2WdbibxcLtO9e/eKBFNVE02de+655pNPPql4vn79+mO2XVfyrOPxzjvvmFtvvbXR63nkkUcqEqCdqDFjxpiVK1fWWa60tPSE66hvfQ3V2Meusfe1KeupS0OTc2kPXTUaf4ed7jHBiAh70vKtGY/sfiA2Jo09i/998A6Rdn++/+x7zr14Ii4/O+68PEqTkvDz8yMpKQmwEmd5O3jwIHFxcRXPy5Nq1cfMmTNZsGABAF27duX+++9n5MiRDBkyhDVr1jBhwgR69OjBa6+9BhztLZaUlPDwww/zwQcfkJCQcEzq2/POO4/169cDcPrpp/PHP/4RgIceeog333yzzno2b95MYmIi3bt3r5SU7Pnnn2fAgAEMGDCAF154oVKbyj377LPMmTOHBQsWsGrVKq6++moSEhIorHKyOTExkfvvv58xY8bw17/+ldWrVzNmzBgGDx7MhAkTOHjwYLV1dO3alXTPZCWrVq0iMTERsH5ZzJ49m3PPPZdrrrmGOXPmcO211x6zH/VJG7x69Wri4+MZOXIkL7/8csXrixcvZsqUKQAsWbKkYkKU008/vSL1wp///GcGDhxIfHx8RV79493XxMREVq1axaefflqxrd69e1d8Bv/4xz8ydOhQBgwYwOzZszHG1FoPwLx58xg4cCADBgyoSGcBVirmBx54gPj4eEaMGEFqU0ywXlOk934AE4FtwE7gvhrKJAJrgU3Akrrq1B76yVGf9Lkvv/yyMcaY/Pz8ape/8847xhhzNH2u16M6RSVlZlNKjtmUnGMKS8pMcHCwWbd6pblk8nhTuPsXEz9ooPlo4Ufm7PFnm4zkXSZv3TpzwcSJ5rTTTjumd26MMW+//bYJCwszEydONM8//7zJyso6pkxNvbzf/OY35sMPPzTGGNOlSxfzyiuvGGOMuf32283AgQPNkSNHzOHDh01sbOwx9dTWQ3/yySfNSy+9ZHJycsyQIUPMueeea4wxJjEx0WzdurXWeh555BEzcuRIU1RUZNLS0kxUVJQpKSkxq1atMgMGDDB5eXkmNzfX9OvXz6xZs+aYfXvmmWfMI488UnE8a+opjhkzxtx8883GGGNKSkrMyJEjzeHDh40xxrz//vtm1qxZ1dbRpUuXihTFK1eurDjOjzzyiDnjjDNMQUFBrftRn7TBAwcONIsXLzbGGHPXXXdV7N/3339vJk+ebIwxZsqUKWb58uXGGGNyc3NNaWmpWbhwoRk5cqTJz883xhxNW3y8+1rd+zdt2jTz0ksvVarfGGOmT59uPv3001rrSU5ONp06dTKHDx82paWlZuzYsebjjz82xhgDVKx/9913m8cee+yY96WqRu+hi4gdeBmYBPQDrhSRflXKRACvAFONMf2BaY3xZaNaJn9neU8ddqXlATDojCHsPZjBvP9+xXljhhHpCMTP7sdBv0Je/PhD+nTuzIuPPcb5559PWloav/zyC9OmWR+jWbNmsWXLFqZNm8bixYsZMWIExcXFx9W2qVOnAlYvf/jw4YSGhhIbG0tAQADZ2dn1rmf06NEsXbqU5cuXM3nyZPLy8igoKGDv3r307t27zvUnT56Mv78/MTExtGnThtTUVJYvX85FF11EcHAwISEhXHzxxSxbtuy49rPc5ZdfDljnITZu3Mj48eNJSEjg8ccfr/hF1BBTp04lMDCw1v0YOHAgixYt4t5772XZsmWEV8m4mZOTQ3Z2NmPGjAFgxowZ1W5r1KhR3HHHHbz44otkZ2fjcDhYtGgRs2bNIigoCLCySTbmvv75z38mMDCQW2+9FYDvv/+e4cOHM3DgQL777js2bdpU6/orV64kMTGR2NhYHA4HV199dUUeHT8/v4pfH4MHDz6uNM11qc+dosOAncaY3QAi8j5wAeB9BuAq4D/GmP0AxpjDjd1Q1ThqS58bFBRU6/KYmJh6p98NcNrpHhvMnvR83AZyi0qZesEF3PXYX1j80ZtkZKTgLw5iAmP4YtkS7p59I4n9BnD/b3/L5MmTGTZsWMUfKECHDh249tprufbaaxkwYAAbN25k8ODB9dzro7zT5FZNoduQtLlDhw5l1apVdO/enfHjx5Oens4bb7xR7zZ5b9tut1NWVlZjaluHw4G7fG5XrERe9RUcHAxYv8T79+/PihUr6lzHe3tVt1VeX7nq9qOutMGmnmmQ77vvPiZPnszChQsZMWIEixYtqnXd49lXb99++y0ffvhhRQAuKirilltuYdWqVXTq1Ik5c+bU+d7XdAwBnE5nRdvL36vGVp8x9I7AAa/nSZ7XvPUCIkVksYisFpFrGquBquXyd9jpERuCAHszCrj0yuk8/PDDDDxrsnVpY2k+bRxBnHH6Gcz99D8UhDi5aNQoesTF8d577zF58mQAvvzyS0pLrbtRDx06REZGBh07Vv0INr7aUub6+fnRqVMn5s+fz4gRIxg9ejTPPvvsMZNY1FWPt7PPPptPPvmEgoIC8vPz+fjjjxk9ejRt27bl8OHDZGRkUFxczOeff97gunv37k1aWlpFkCstLa3obVato2vXrqxevRqAjz76qM66q6orbXBERATh4eEsX74cgH//+9/V1rNr1y4GDhzIvffey5AhQ9i6dSvnnnsub7/9NgUFBYCVQvlE9rXcvn37uOWWW5g/f37FL5Dy4B0TE0NeXl7FuZja6hk+fDhLliwhPT0dl8vFvHnzKn6JnAz1CejVfR1W/RpyAIOBycAE4CER6XVMRSKzRWSViKxKS0trcGNVy+O02xCBQKcdV2AUM66/GRx+1oTT2JCMXTxx3z342/0ZNuE8Rl55BbEhIVx/1VVcddVVuN1uvv76awYMGEB8fDwTJkzgmWeeoZ3XbEjltm3bRlxcXMXjww8/PKG2jx07ls2bN1d7UhSoCLZBQUGMHj2apKSkagN6XfWUO+OMM5g5cybDhg1j+PDhXH/99Zx++uk4nU4efvhhhg8fzpQpU+jTp0/FOjNnzuSmm26q9qSoNz8/PxYsWMC9995LfHw8CQkJFRNgV63jkUce4Xe/+x2jR4/Gbrc35C0DjqYFTkhI4IknnuDBBx88psw777zDrbfeysiRIysN4Xh74YUXKo57YGAgkyZNYuLEiUydOpUhQ4aQkJBQ7eWfDdnXcnPnziUjI4OLLrqIhIQEzjvvPCIiIrjhhhsYOHAgF154IUOHDq0oX1M97du358knn2Ts2LHEx8dzxhlncMEFF9T6fn366aeVfsGciDrT54rISGCOMWaC5/kfAIwxT3qVuQ8IMMbM8Tx/C/jSGFPjX5Smzz05Gjt97vFyuQ37MvLJKy6jXXgAsSH+iNsFmbugtADCO3FY3KQVpNG20I/gnGLs4eE44+I07a5qtZoife5KoKeIdBMRP+AK4NMqZf4LjBYRh4gEAcOBLQ1uvfJZdpvQNSaYiEAnh3KKSM4uxG2zQ/Rp4B8KOQdo43LTLrgdqYEl5Ib74crJofTAgYqbj5RStaszoBtjyoDbgK+wgvR8Y8wmEblJRG7ylNkCfAmsB34B3jTGbGy6ZquWyCZCp6gg2oT6k5lfwt70fMoQiOoOgZGQe5DokkLiQjqSHlRGTrgT15EjlOzfj3G5mrv5Sp3y6pUP3RizEFhY5bXXqjx/Bmia+b+UzxAR2oUH4uewk5xdyK7D+XSLCcIvogvYHJCfRnhZMfaQOA6QjMvmICorj5I9e6xZj5zO5t4FpU5ZeqdoK1DXeZLmEBXsR7foYMrcbnYezie/xGWdKA2Pg+IjhOSk0CWkI7mBcDjKhru4mOI9e3Af5/XnSrU0x/N3qwHdxwUEBJCRkXFKBvWQAAenxYZgt8Hu9Hwy8ooxQTFWUi9XCUFZ++ge1J6SQCcpUWDKyijZswe355I1pXyVMYaMjAwCAgIatJ5OQefj4uLiSEpK4lS+TNTtNmQXlHBon5tgfzsRgU7EDeQfhr0HcQdGkuUq5kBpMZEFgiQnY4+MxFbD5W5K+YKAgIBKOYzqQwO6j3M6ncckuzoVud2GFxZt58VPdxIfF86r0wfTwdEePvwN7PuB0mE38liYH4u2fsJj/wulw85sYm65hZjbbkVs+kNTKdAhF3WKsNmEO87tzd9nDGZXWj5T/rac75MNXPNfGH4zzl/+zqM71nDLiFu555ICVg4OJf2VV0i+406d0k4pDw3o6pQyoX87Prl1FG1C/Zn1zkoe/2IHJeP/BBe9jiSvYfr3f+O1M+7grfMDeP8cf4589RX7ZlxDaaqmD1JKA7o65ZzWJoRPbh3FjBFdeHP5Hi559Uf2dJwC130Ndj+GfvJ7Pmjzf2yf2Ic/XyLk7dzGnosvJv/nX5q76Uo1Kw3o6pQU4LTz2IUD+PuMwezPLGDKi8v4+FAU3LgU+l9Iu6V/YW5GHp3POY97prtJsxewf9Ys0l9/Q+8sVa2WBnR1SpvQvx1f/G40/TuE8/sP1nHHf3dzZPJrMPUl/A+s4tGVH3PtiMu49zfCqr5O0p5/nqRbbsWVk9PcTVfqpNOArk55HSICmTd7BLef05NP1iYz4YVlLA2ZCLMXI8GxTFv0HO+0PZP/TO/MW+NtHFm2lN0XX0zhBs0+oVoXDeiqRbDbhNvP6cV/bhlFkJ+da97+hT8sLyF3xlcw5Dp6rvon85IPEn7BOB68WsjIT2PvFVeQ/sYbmgdGtRp1ps9tKpo+Vx2volIXf1m0nTeW7qZ9eCBPXzKIs2Qt/Pe3kJfKN4Mv4+nDa5nxWT7DtpQRNGwYHZ5+Cmf79s3ddKVO2Immz1XqlBLgtPOHSX1ZcPOZ+DttTH/rZ+5b14acWUth0GWMXzWPd0ts/HjtQF6ebCN77Sp2TZ3KkS++aO6mK9WktIeuWrSiUhd/+WY7by7fQ0Sgkwcm9+WiwF+Rz3+PKcjkw/jJ/PPAFm7+uIjuKS5CJ02i3UMP4vCaXFiplkR76MpnBTjt/OG8vnx221l0jg7ijvnruGpZLHuu+A5JuJLL1n7Kq6aYj27pzvtn28j++kt2nHceRxYuPCUTlil1IrSHrnyG222Yt3I/T3+xlaJSN9eP7sZtPVIJ+uou3Onbmd9rFAtSDzPzs0J6pLgJHvd/tH/kEZxt2jR305Wqt9p66BrQlc9Jyy3myYVb+M+vycSG+nPvOd24uHABtmXPcdgvgKe7n47/dzu5YpnBERhEh/vuJ/yiCzXJl2oRNKCrVunX/Vn88fPN/Lo/mwEdw3hidADx6x6DPUtY3O403ijz45JPcuibZHAmDCLu0T8S0Lt3czdbqVppQFetljGGT9el8PQXW0nJKWJS/7Y82nsvbVY8RkH2Pl7qFk/Kukyu+t5FSBFETL+atv/vd9hDQpq76UpVSwO6avUKS1y8sWw3ry7eRanLzdVD2nJ32HeE/PICu3HxQrs+nPbNYcatNRAVTtx9DxA2ebIOw6hTjgZ0pTxSjxTxt+928P4vB3DYhVuHhHFj2b9xbniPJWFRzCuL4fyFufQ4BPTtSZcHHyFo8ODmbrZSFTSgK1XFvox8nv9mO5+uSyHE38H9QwyX5szF7PiCf8e0Z+M+fy5aXEJ0LjjGnkWX+x7Er0uX5m62UhrQlarJloNHeParbXy79TDhgU7uH3iES7LeIj/5J96J6kjuepiywoWf20bIFdPoeNvvcERGNnezVSumAV2pOqxPyuZv3+3km82phPjbebjvIS7OfJP0jM28E9KR0J9cjF1vcAc4ibjmGjpcNxt7WFhzN1u1QhrQlaqnLQeP8PL3O/nfhoMEOGBOr/1clPseSVmb+betPXE/uRmxzVAa7E/krJl0nHUDtuDg5m62akU0oCvVQDsP5/HK4p38d20KYLiz6z5+Uzqf5OyNfGTa0OknGLzTUBwWQNSsmXSccZ1e6qhOCg3oSh2nlOxC/vHjXt77ZT+5RaXMareP25yfkJO9hv8URxO30kH8HkNJkB/BV06j6/W36hi7alIa0JU6QXnFZcxfeYC3f9hDUlYh50SkcF/Edzgyv+XjwlCi1vkzbLuh1M+OXDiBPrfeg7Nt2+ZutvJBGtCVaiQut+HrTYd4a/keVu3Loosjk0fa/kCf/P+xsNCGbAxm+GYDNqFozGD63nw3wQMHNXezlQ/RgK5UE9iccoT3ftnHx2uSoSSP30b+zMWykKX5OWTuCGXIRggsgZw+Hel07U10OO9CxOFo7marFk4DulJNKK+4jE9+Tebdn/ax7VAO4/0389uwJaQW/cq2faH0X2+nbTbkRQXif/lF9PvNb3FERDR3s1ULpQFdqZPAGMOa/dnM+2U/CzccJKzkMDeFLmew/TtWH3ITvsmfPgeg1CHkjh5E71m/JXromYhIczddtSAa0JU6yfKLy/hi4yE+Wp3Eyt2pnGNfw8zQZaTn7CBzVzD9twpBJZDVPgT/S85n0PTf4ozQq2NU3U44oIvIROCvgB140xjzVA3lhgI/AZcbYxbUVqcGdNVaHMgs4D9rklmw5gDFmSlc7PyB4QHLSU4qIHKrH90PQokDMof1pOtlv6HrORfoWLuq0QkFdBGxA9uB8UASsBK40hizuZpy3wBFwNsa0JWqzO02/Hogi8/WHWTh+hRi87dxid9S2pWu4chOGz222wkpgrwQO/ljTqfnlTfQYfBoHZJRlZxoQB8JzDHGTPA8/wOAMebJKuVuB0qBocDnGtCVqpnLbfhlTyafr0/hmw0HGFS0iv9zLsc/axfsdtJzj+B0QXobP8rGn8XAq28lpnu/5m62OgWcaEC/FJhojLne83wGMNwYc5tXmY7Ae8D/AW9RQ0AXkdnAbIDOnTsP3rdv3/HtkVI+pMzl5sddGfxv/UGWbd7PwKJVnGlbSujh/fjvctA92eqhp3QOxH7O2fS/dDaxGtxbrdoCen0G6qr7vVf1W+AF4F5jjKu2n4fGmNeB18Hqoddj20r5PIfdxtm9Yjm7Vywu90B+3X8mX2++nMUb99E15kdGuZYQfjCF4L2FdHj7K9Lf/ooNHf0oO3sIvafdQJd+I5p7F9QpolGGXERkD0cDfwxQAMw2xnxSU7065KJU7Ywx7Dycx9ebU1m8cR/BB39keNlS2qTuJ3Sf0OmQ9Sd3sK2dwuF96TZ1Bn1GTsZmtzdzy1VTOtEhFwfWSdFxQDLWSdGrjDGbaig/Fx1DV6rRHT5SxJLtaSzdlkr6jpUMzv+WLmlbiNjvokOKYANygoWM/jGEnTOBgedfS0Rk++ZutmpkjXHZ4nlYwyp2rCtYnhCRmwCMMa9VKTsXDehKNakyl5t1Sdks2ZbGxi2b6Ji8kJ7Za4g4mE/H/TaCiqHMBge6+uEe2pfuU6+l9+njsNu0997S6Y1FSvm49Lxilu1I4+fthziyYym9U7+m4+EDxB5w0SbTGppJD4fMnhEEDh9K78nX0rlbvF4S2QJpQFeqFTHGcCCzkB93pbN2+26cGz+mx6GfiTmcQ/tkCCq2yiW3EXJ6RhI2ciT9psymY7tezdtwVS8a0JVqxcpPrv6wI43d29YRtPlj4lI3E3son/YHwemyhmeS2wr5PSIJHzKUnpNm0rmz9uBPRRrQlVIVjDHszyxg5d4sdm36Ff9fP6RNymZi0vJpl2oFeICUaCGrazCBCX3pOu4yeidMxGHTlATNTQO6UqpWmfklrN6XxdaNG3CteZ+opA3EpuXS9qAhsMQqkxYGqZ38sPeKo93wMfQZew1R4e2at+GtkAZ0pVSDFJW62JCcw6bdSeSv+JDAXT8Qc+gw7VJdhOZbZUockNRWyO0USnD/3nQeM5XeZ0whwBHQvI33cRrQlVInLCOvmPX7s9j7yze41n5OaPJOotMLiE0DvzKrTFYwHGxvp6RLJNHxCfRInEbX00bp5ZKNSAO6UqrRlY/Fb9ixj/TlCzDbfiAi9RCxh0uIzj5aLjUC0to6KOscRdSgeHokTqNbjzM1yB8nDehKqZOizOVmT3o+WzduJvOHD7DvXkvY4XRi0kqJzD1arjzIl3SKInLgIE5LvITuPc/Sk671oAFdKdVsyq+L37phA2nL58PuXwlN9QT5I0fLpYXD4bZ2iuMiCR/Qn9PGXMJpfcdqkK9CA7pS6pRijOFwbjFb1q0jddl83LvWEnwojej0UqJyjpZLD4PUtnaKO4YT0q8Pvc6+gNMGTsRp92u+xjczDehKqRYhK7+ELRs3k7R0PmXbVxJ86DDRaZXH5NPD4HAbGwXtQwns1YueZ0+h3xkX4HT6N1u7TyYN6EqpFiuvuIzNm3eStPh9Srb+TODBg0SlFROTdbRMZigcamMjv10wfl27EJdwJvFnX0ZoeMfma3gT0YCulPIpbrdhz54D7PhmHrkbluOflEzk4UKissDmKVPkhNRoyI5xUNomnIBuPeg8bBzxwy4gIDC8Wdt/IjSgK6Vahay0DNZ/+x/S1i6B/XsIOZxDVKaL0IKjZXIDITUGcqP8cMWE4xfXmfb9hzJgxBSi2vRovsbXkwZ0pVSrZYwhadduti3+iCObfkaSDxCalk9UhrsirQFAqR3SIiAnQiiIDMAdG4l/px606RlPnzPG0b5DbzgFkpVpQFdKqSqMMRzet5ctyz4nY8svuJP3E5CRQ2hWCVHZpiJJGYBLICsUjoRBQaid4vBA3FER+LWNI7xTb9r3SuC03kMJCY1u8nZrQFdKqQYwLhfJm35l5y9fk7VnM2WHknFkHSEwp5iwIy7C88BWJXSW2OFIMOQHQ2GQjeJgB2UhAZiwMOwh4fhFxhAS256Itp2J7NiT9l36EhoS1eAUxbUFdL1iXymlqhC7nbhBQ4gbVG3cxJSVkbz1V/auXUrWvm0UHz4IWVnY8wrwzyshMttNcEoJIYUlwBEgqdL6bmC/QH4gFPpDiT+UOYRSp+Dys+Fy2nH72XH7OTB+fhh/fyQgAJt/YK3tbraAvm3bNhITE2stM2XKFO666y4AEhMTmTlzJjNnziQ9PZ1LL720zm1ULX/nnXdy/vnns23bNm688cY6169a/k9/+hNnnnkmP/74I/fff3+d61ct//e//53evXvz2Wef8dxzz9W5ftXyCxYsICYmhrlz5zJ37tw6169afvHixQA8++yzfP7553Wu711+xYoVfPTRRwD84Q9/YMWKFbWuGx0dXal8RkYGr7/+OgCzZ89m+/btta7fq1evSuWjo6N58sknAbjkkkvIyMiodf2RI0dWKj9y5MhKn6W66GdPP3vl5ev/2XMAYZU+exdfdBEDe3XjonFDyUzZx+8e+xvuslIoKwOXCzLciNtYDwNiYFR4MNfEROMshZt27uOi8HAuCo8gq6yM21OSa2279tCVUqqJiM1GaGwHEs69EoDouV/WuU73KVMY4elMBCcmEnvFFURNGEPO9k247nkY1m+peXs6hq6UUi1HbWPotupeVEop1fJoQFdKKR+hAV0ppXzEKXWVy2WXXcYtt9xCQUEB55133jHr1HWlwc0338zll1/OgQMHmDFjxjHL67rS4MEHH+Scc85h7dq13H777ccsr+tKgxdeeIGEhAQWLVrE448/fszyuq40+Ne//kWnTp344IMPePXVV49ZXteVBgsXLiQoKIhXXnmF+fPnH7O8tisNAgMD+eKLLwB47LHH+Pbbbystr3rlQNUrDeLi4nj33XcBuP3221m7dm2l5VWvHKh6pUFCQgIvvPACANOnTycpqfJlXlWvWql6pcG4ceN46KGHAJg0aRKFhYWVlle9aqUq/ezpZw9a5mfPm/bQlVLKR+hVLkop1YLoVS5KKdUKaEBXSikfoQFdKaV8hAZ0pZTyERrQlVLKR9QroIvIRBHZJiI7ReS+apZfLSLrPY8fRSS+8ZuqlFKqNnUGdBGxAy8Dk4B+wJUi0q9KsT3AGGPMIOAx4PXGbqhSSqna1aeHPgzYaYzZbYwpAd4HLvAuYIz50RiT5Xn6ExDXuM1USilVl/oE9I7AAa/nSZ7XanId8MWJNEoppVTD1SeXS3UT3lV7e6mIjMUK6GfVsHw2MBugc+fO9WyiUkqp+qhPDz0J6OT1PA5IqVpIRAYBbwIXGGOqnaPJGPO6MWaIMWZIbGzs8bRXKaVUDeoT0FcCPUWkm4j4AVcAn3oXEJHOwH+AGcaY2ifsU0op1STqHHIxxpSJyG3AV4AdeNsYs0lEbvIsfw14GIgGXhERgLKakscopZRqGpptUSmlWhDNtqiUUq2ABnSllPIRGtCVUspHaEBXSikfoQFdKaV8hAZ0pZTyERrQlVLKR2hAV0opH6EBXSmlfIQGdKWU8hEa0JVSykdoQFdKKR+hAV0ppXyEBnSllPIRGtCVUspHaEBXSikfoQFdKaV8hAZ0pZTyERrQlVLKR2hAV0opH6EBXSmlfIQGdKWU8hEa0JVSykdoQFdKKR+hAV0ppXyEBnSllPIRGtCVUspHaEBXSikfoQFdKaV8hAZ0pZTyERrQlVLKR2hAV0opH6EBXSmlfES9ArqITBSRbSKyU0Tuq2a5iMiLnuXrReSMxm+qUkqp2tQZ0EXEDrwMTAL6AVeKSL8qxSYBPT2P2cCrjdxOpZRSdahPD30YsNMYs9sYUwK8D1xQpcwFwD+N5ScgQkTaN3JblVJK1cJRjzIdgQNez5OA4fUo0xE46F1IRGZj9eABikVkY4Nae3KEAzmnWJ0NXb++5esqV9vyhi6LAdLr0aaTTY93/Zbr8W66Ohu6fs8alxhjan0A04A3vZ7PAP5Wpcz/gLO8nn8LDK6j3lV1bbs5HsDrp1qdDV2/vuXrKlfb8oYu0+Otx/tUePj68a7PkEsS0MnreRyQchxlWorPTsE6G7p+fcvXVa625ce77FSjx7t+y/V4N12djXa8xRPxayQiDmA7MA5IBlYCVxljNnmVmQzcBpyHNRzzojFmWB31rjLGDKnvHqiWTY9366LHu3nUOYZujCkTkduArwA78LYxZpOI3ORZ/hqwECuY7wQKgFn12Pbrx91q1RLp8W5d9Hg3gzp76EoppVoGvVNUKaV8hAZ0pZTyERrQlVLKR5wyAV1EgkXkHyLyhohc3dztUU1LRLqLyFsisqC526Kanohc6Pnb/q+InNvc7fFVTRrQReRtETlc9Y7QGpJ9XQwsMMbcAExtynapptGQ422sVBLXNU9LVWNo4PH+xPO3PRO4vBma2yo0dQ99LjDR+4Vakn3FcTR9gKuJ26Waxlzqf7xVyzeXhh/vBz3LVRNo0oBujFkKZFZ5uaZkX0lYQb3J26WaRgOPt2rhGnK8PSm2nwa+MMasOdltbS2aI3DWlMjrP8AlIvIqLetWYlW7ao+3iESLyGvA6SLyh+ZpmmoCNf19/xY4B7i0/KZE1fjqk22xsUk1rxljTD71u8NUtSw1He8MQP+wfU9Nx/tF4MWT3ZjWpjl66L6UyEvVTY9366LHuxk1R0BfCfQUkW4i4gdcAXzaDO1QJ4ce79ZFj3czaurLFucBK4DeIpIkItcZY8qwMjN+BWwB5ntnblQtlx7v1kWP96lHk3MppZSP0MsDlVLKR2hAV0opH6EBXSmlfIQGdKWU8hEa0JVSykdoQFdKKR+hAV0ppXyEBnTVIojIX0Tkdq/nX4nIm17PnxORO46j3jkicpfn/zNFpIPXsr0iElOPOk73bks9t/u+iPRsaHuVqo0GdNVS/AicCSAiNiAG6O+1/EzghxPcxkygQ12FqnE/8LcGrvMqcM9xbEupGmlAVy3FD3gCOlYg3wjkikikiPgDfYFfRWSwiCwRkdWeXnx7ABG5QURWisg6EflIRIK8KxeRS4EhwL9FZK2IBHoW/VZE1ojIBhHpU7VRIhIKDDLGrPM8n+OZSvFrTw//YhH5s2f9L0XE6Vl1GXCOiDRHxlPlozSgqxbBGJMClIlIZ6zAvgL4GRiJFYjXAwarp3ypMWYw8DbwhKeK/xhjhhpj4rFyjFxXpf4FwCrgamNMgjGm0LMo3RhzBlaP+q5qmjYE68vFWw9gMtZEHu8C3xtjBgKFntcxxriBnUD8cbwdSlVLeweqJSnvpZ8JPI81ccKZQA7WkExvYADwjYgA2IGDnnUHiMjjQAQQgpU8qj7+4/l3Nda8t1W1B9KqvPaFMaZURDZ42vCl5/UNQFevcoexhnhW17MtStVKA7pqScrH0Qdi9YoPAHcCR7B64wJsMsaMrGbducCFxph1IjITSKznNos9/7qo/u+lEAiobh1jjFtESs3RDHjuKnUEeNZXqlHokItqSX4ApgCZxhiXMSYTq8c9EmsIZhsQKyIjAUTEKSLlJ05DgYOeMeyra6g/11OuIbYApzVwnXK9AE0tqxqNBnTVkmzAurrlpyqv5Rhj0j2TEl8KPC0i64C1HD2R+hDWmPs3wNYa6p8LvFblpGitjDFbgXDPydF6E5G2QKEx5mCdhZWqJ82HrtQJEpHfA7nGmHpfi+5Z54gx5q2ma5lqbbSHrtSJe5WjY+31lQ38o/Gboloz7aErpZSP0B66Ukr5CA3oSinlIzSgK6WUj9CArpRSPkIDulJK+Yj/D3YlRQ98/OxcAAAAAElFTkSuQmCC", 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\n", 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", "text/plain": [ "
" ] @@ -742,8 +742,8 @@ " agent.solve()\n", "\n", " # Compute the analytical Merton-Samuelson limiting portfolio share\n", - " RiskyVar = agent.RiskyStd ** 2\n", - " RiskPrem = agent.RiskyAvg - agent.Rfree\n", + " RiskyVar = agent.RiskyStd**2\n", + " RiskPrem = agent.RiskyAvg - agent.Rfree[0]\n", " MS_limit = RiskyShareMertSamLogNormal(RiskPrem, agent.CRRA, RiskyVar)\n", "\n", " # Now compute the limiting share numerically, using the approximated\n", @@ -776,7 +776,7 @@ " plt.xlabel(\"Wealth (m)\")\n", "\n", " plt.ioff()\n", - " plt.draw()" + " plt.draw()\n" ] }, { @@ -816,7 +816,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.9.10" } }, "nbformat": 4, diff --git a/examples/ConsPortfolioModel/example_ConsPortfolioModel.py b/examples/ConsPortfolioModel/example_ConsPortfolioModel.py index 8f7a45b97..aaae0b245 100644 --- a/examples/ConsPortfolioModel/example_ConsPortfolioModel.py +++ b/examples/ConsPortfolioModel/example_ConsPortfolioModel.py @@ -15,6 +15,7 @@ ) from HARK.utilities import plot_funcs + # %% # Make and solve an example portfolio choice consumer type print("Now solving an example portfolio choice problem; this might take a moment...") @@ -31,6 +32,7 @@ + " seconds." ) + # %% # Plot the consumption and risky-share functions print("Consumption function over market resources:") @@ -52,6 +54,7 @@ 200.0, ) + # %% # Now simulate this consumer type MyType.track_vars = ["cNrm", "Share", "aNrm", "t_age"] @@ -59,6 +62,7 @@ MyType.initialize_sim() MyType.simulate() + # %% print("\n\n\n") print("For derivation of the numerical limiting portfolio share") @@ -67,6 +71,7 @@ "http://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/" ) + # %% "" # Make another example type, but this one optimizes risky portfolio share only @@ -77,6 +82,7 @@ # Have to actually construct value function for this to work init_discrete_share["vFuncBool"] = True + # %% # Make and solve a discrete portfolio choice consumer type print("Now solving a discrete choice portfolio problem; this might take a minute...") @@ -97,6 +103,7 @@ + " seconds." ) + # %% # Plot the consumption and risky-share functions print("Consumption function over market resources:") @@ -115,9 +122,11 @@ 200.0, ) + # %% print("\n\n\n") + # %% "" # Make another example type, but this one can only update their risky portfolio @@ -125,6 +134,7 @@ init_sticky_share = init_portfolio.copy() init_sticky_share["AdjustPrb"] = 0.15 + # %% # Make and solve a discrete portfolio choice consumer type print( @@ -150,6 +160,7 @@ + " seconds." ) + # %% # Plot the consumption and risky-share functions print( @@ -157,6 +168,7 @@ ) plot_funcs(StickyType.cFuncAdj[0], 0.0, 50.0) + # %% print( "Consumption function over market resources when the agent CAN'T adjust, by current share:" @@ -169,6 +181,7 @@ plt.ylim(0.0, None) plt.show() + # %% print("Risky asset share function over market resources (when possible to adjust):") print("Optimal (blue) versus Theoretical Limit (orange)") @@ -181,6 +194,7 @@ 200.0, ) + # %% "" # Make another example type, but this one has *age-varying* perceptions of risky asset returns. @@ -195,6 +209,7 @@ init_age_varying_risk_perceptions["CRRA"] = init_portfolio["CRRA"] init_age_varying_risk_perceptions["DiscFac"] = init_portfolio["DiscFac"] + # %% init_age_varying_risk_perceptions["RiskyAvg"] = [1.08] * init_lifecycle["T_cycle"] init_age_varying_risk_perceptions["RiskyStd"] = list( @@ -205,6 +220,7 @@ AgeVaryingRiskPercType = PortfolioConsumerType(**init_age_varying_risk_perceptions) AgeVaryingRiskPercType.cycles = 1 + # %% # Solve the agent type with age-varying risk perceptions # print('Now solving a portfolio choice problem with age-varying risk perceptions...') @@ -227,6 +243,7 @@ + " seconds." ) + # %% # Plot the consumption and risky-share functions print("Consumption function over market resources in each lifecycle period:") @@ -234,6 +251,7 @@ print("Risky asset share function over market resources in each lifecycle period:") plot_funcs(AgeVaryingRiskPercType.ShareFunc, 0.0, 200.0) + # %% [markdown] # The code below tests the mathematical limits of the model. @@ -269,6 +287,7 @@ def RiskyShareMertSamLogNormal(RiskPrem, CRRA, RiskyVar): return RiskPrem / (CRRA * RiskyVar) + # %% Calibration and solution for rcount in risky_count_grid: @@ -283,8 +302,8 @@ def RiskyShareMertSamLogNormal(RiskPrem, CRRA, RiskyVar): agent.solve() # Compute the analytical Merton-Samuelson limiting portfolio share - RiskyVar = agent.RiskyStd ** 2 - RiskPrem = agent.RiskyAvg - agent.Rfree + RiskyVar = agent.RiskyStd**2 + RiskPrem = agent.RiskyAvg - agent.Rfree[0] MS_limit = RiskyShareMertSamLogNormal(RiskPrem, agent.CRRA, RiskyVar) # Now compute the limiting share numerically, using the approximated @@ -319,6 +338,7 @@ def RiskyShareMertSamLogNormal(RiskPrem, CRRA, RiskyVar): plt.ioff() plt.draw() + # %% # %% diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 62e2fe02e..27ff98614 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -90,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 1.1768 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 1.3670 seconds.\n" ] } ], @@ -123,7 +123,7 @@ }, { "data": { - "image/png": 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\n", 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", 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+O38qt146gaQ7z2zYy988+xYH204zuaYs7NJEJAQK94gwMyalgnzG+EoADrS2K9xFCpTCPYLqqoO58B/9/ipiFqxeXfj+6TywYFaYZYnIMFK4R9DsidV85baL06tZl6zfw5qdh0OuSkSGk8I9gmIx40/ePz193HLkFK+9fSTEikRkuCncC0BddSl7j7bzuSfWAME2Bl++7WIaxpSHXJmIDBXNkysAN80azyWTqtl/vJ09x9p5duM+Xmg+EHZZIjKE1HMvANdOH8u/3ncdAMmkc9FXn9VqVpGIU7gXmFjMGF9Vwormg6Qm0nDTrDrmTRkdbmEiklMK9wJ07fSxLFm/hy37j9OVdNbtOsLihb8XdlkikkMK9wL0yMev4JGPXwHAnz75Gza0HA21HhHJPYV7gZs0qpTlG9t55PktABTFjE9eO4UxFcUhVyYi50PhXuDmNo7mhy/t4O9+uTXdVlWa4NPzp4VYlYicL4V7gVtw6QS2ffM2ANydmV9bxl7NpBEZ8bKa525mC8ys2cy2mdmDGV7/pJltSP1ZZWZzMr2P5DczY0J1Ka/sOMyPVu3kR6t2smyjnu4kMhIN2nM3szjwKHAL0AKsMbMl7r65z2k7gOvd/YiZ3QosAq4ZioJlaF0yqZpnN+5j/e6j6bZXv3wz41ObkYnIyJDNsMzVwDZ33w5gZouBO4F0uLv7qj7nvwLU57JIGT7fvedKjp3qBODFrQe5f/HrtBw9pXAXGWGyCffJwO4+xy2cvVf+OeDZTC+Y2UJgIUBjY2OWJcpwiscsPVNmxvgqAH66+m3WpnaVvGbaWOY01IRVnohkKZtwtwxtnvFEsxsJwv26TK+7+yKCIRuampoyvofkjyljy6kpL+Jn61rSbXPqR6W3MhCR/JVNuLcADX2O64E9A08ys8uBHwC3uvu7uSlPwlRRkmDNVz5AR1cSgG/822aef3N/yFWJSDayCfc1wAwzmwa8A9wN3NP3BDNrBJ4C/tjdt+S8SglNUTxGUTyYVDVlXDmHT3Rw56O/xggewv2V2y9mbqP2pRHJN4OGu7t3mdl9wHIgDjzu7pvM7N7U648B/xMYC3zPgt2outy9aejKljB8cHYd63YeoTMZjKj9etshlm/ar3AXyUPmHs7Qd1NTk69duzaUz5bcuOnhFVQUJ/jDKycDMKaimDvmTMIs020aEckFM1uXTedZK1Tldza3YTQ/f62FN945lm6bPbGaGXVVIVYlIqCeu5yHZNJpbQ/mxG890MbHHnuZP5pXz0V1lQDMmzKaeVPGhFmiSOSo5y5DLhYzasqDOfGX14+itqqk37TJxjHlrHzgxrDKEyloCnfJiZJEnFUP3pSeNvnDl3bwyPNb+Pjfv4wZxMz481su4qqp6smLDAeFu+RM32mTfzBnEmt2HuZ0VxJ3eH33Eb6/4rd0XheEv5kxt7GG0qJ4mCWLRJbG3GVYfP4n61j6xr7+bTdcwAMLZoVUkcjIlO2Yu8JdhkVreydv7mlNH/+vpW+yeU8rZcVBz92Ar314Nh9raniPdxARULhLnlu36zDPbOjdK375xn10Jp2LJ1YDUFkS51t/eDmjyorCKlEkL2m2jOS1eVPG9JsmOae+hidW7aT1VCfdSWfllmOc6uimYUw5EPTsP9bUwKWTR4VUscjIop675B13555/WM1b+3qHcY63d3Hh+Eo+OLsuaDDjjjkTuXC8FkxJYVHPXUYsM+PJhdf2a3v0hW383+eaad5/HAB3eG7TPj50yYT0ObdfPpGLtDpWBFDPXUao763Yxv9Z1tyvbXptBddfVJs+njG+inuu0UNhJFp0Q1UKyj++souHlr2VfopMV7dzqrOb6y+qpWcfs+J4jL+84xIm1ZSFVqfI+VK4S0E71Haa//bkbzhxuguArqSzKTUVs+8MnLGVxXzrI5dRnAgWXxXFY1wyqVo7W0reUriLDPD0b97h9d1H08c73z3BiuaDZ5w3b8poLq/vnZUzfVwFn7p2igJf8oLCXSQL63YdprU96N3j8J1fbWXrgbb068d7XiMY1ulx1bTRfODiut7XEjHumDOJqlLNy5ehpXAXyYGu7iQ/ffVt9h5rT7e9tbeVFVsOkumfTlVJ7wS0okSMm2eNT8/VB0jEjVsurmNcZUm6LRYzLdaSrCncRYbQ8fZgsVWP1TsOs3r74X7nvLrzXTa+0zrwWzO6bPIo6qpL+7VNr63gsgGLtqrLinjfBWOJDRgiisc0ZFQoFO4iIXN3kgP+eW070MbLvz3Ur615fxvr+9wLgGAvnpYjp7L+rMsmj2JMRXG/trKiOFc01qR36uxRV13CBbWVZ7zHtHEV2qVzBNAiJpGQmRnxAR3qmROqmDkhu4VWuw+f5HRXd/rYHdbtOsKB46f7nbe/tZ2Ne1o5eqqzX/tru46wbFP/nTjPJh4zyjOE+/TaCqozDBtNHVuRcTipuixB/ejyM9pjZkyvrcj4W8aE6lIqShRHuaSrKZKn+o7V9ziX59N2dic52dHdry2ZdNa3HKW9s397a3sXzfuOn3Ef4WRHF1sPtNF2uqtfe3tnkle2v3vGbyaZflvJVqaRpZgZDWPKM/5AMGDy6DISGV4rScSprSrhvSY4TaguJTHgN5oeFcVxasqL0w+ZiaX+7j0O2qxfW3BcURJnVFlR+nyj//dbn3N72nv+O2MW/IDN1awshbtIRBXFY4wqOzPAbpg5fkg/952jp2hr7zqj/dipTvYeO3OoqTvp7Hr3JMkMQ8QnTnezv7X9jHaAU53v/drRk53p5/sO1LPALR+VF8cpLYoTMyMeg7gZsZgRj1n662wp3EUkpybn+QrgZNI5fvrMHz49Wk910na6i6Q77pBM/TYSHAdf97b3P6fne73P+Z76zKSD0/PbTc/3kf6h1p10jp7spKO7m+5k8D3d7um/u5PB9/0yy/9OhbuIFJTBpp7m+7TU738qu/MyDzqJiMiIpnAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEIUriLiESQwl1EJIJC2xXSzI4DzYOeWBjGAYcGPasw6Fr00rXopWvRa6a7D7rJUJgrVJuz2bayEJjZWl2LgK5FL12LXroWvcwsq73SNSwjIhJBCncRkQgKM9wXhfjZ+UbXopeuRS9di166Fr2yuhah3VAVEZGho2EZEZEIUriLiERQKOFuZgvMrNnMtpnZg2HUkA/M7HEzO2BmG8OuJWxm1mBmL5jZm2a2yczuD7umsJhZqZm9ambrU9fi62HXFCYzi5vZb8zsmbBrCZuZ7TSzN8zs9cGmRA77mLuZxYEtwC1AC7AG+IS7bx7WQvKAmb0faAN+7O6Xhl1PmMxsIjDR3V8zsypgHfCfCvT/FwZUuHubmRUBLwH3u/srIZcWCjP7ItAEVLv7h8OuJ0xmthNocvdBF3SF0XO/Gtjm7tvdvQNYDNwZQh2hc/eVwOGw68gH7r7X3V9LfX0ceBOYHG5V4fBAW+qwKPWnIGc+mFk9cDvwg7BrGWnCCPfJwO4+xy0U6D9iyczMpgJzgdUhlxKa1FDE68AB4Hl3L9Rr8W3gASAZch35woHnzGydmS0824lhhLtlaCvIXomcycwqgZ8Df+burWHXExZ373b3K4B64GozK7hhOzP7MHDA3deFXUseme/uVwK3Al9IDe1mFEa4twANfY7rgT0h1CF5JjW+/HPgJ+7+VNj15AN3PwqsABaEW0ko5gN3pMaZFwM3mdk/hVtSuNx9T+rvA8AvCIa5Mwoj3NcAM8xsmpkVA3cDS0KoQ/JI6ibiD4E33f2RsOsJk5nVmllN6usy4APAW6EWFQJ3/x/uXu/uUwly4lfu/qmQywqNmVWkJhtgZhXAB4H3nGk37OHu7l3AfcBygptm/+Lum4a7jnxgZk8CLwMzzazFzD4Xdk0hmg/8MUHv7PXUn9vCLiokE4EXzGwDQWfoeXcv+GmAQh3wkpmtB14F/t3dl73Xydp+QEQkgrRCVUQkghTuIiIRpHAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEI+v8SXfzJJMQH7wAAAABJRU5ErkJggg==\n", 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", 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" ] @@ -196,7 +196,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.5760 seconds.\n" + "Solving a consumer with risky returns took 0.7070 seconds.\n" ] } ], @@ -229,7 +229,7 @@ }, { "data": { - "image/png": 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\n", 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", 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\n", 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", 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\n", + "image/png": 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", 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" ] @@ -353,7 +353,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 0.8700 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 1.0260 seconds.\n" ] } ], @@ -387,7 +387,7 @@ }, { "data": { - "image/png": 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nuTswwsJtlAU0AF0xzpq0ahpPcvvqN9l/rI1/WnYJn51bFHQkEUlw0ZR7IXCwx+Nq4LKz9nkAeB6oAUYAy9w9dPYLmdkKYAVASUnJ+eRNOvuPtfHFh9bTfLKTR/7bZSy6aHTQkUQkCUQz5t7b2ICf9fhTwFagAJgDPGBm2e/7JfdV7l7u7uX5+fnnGDX5VNS28IV/+yNtHV08dtdCFbuIxEw05V4NFPd4XET4CL2nO4BnPawCqAIujk3E5LSrppkv/Ns6Qg5PrljErKKcoCOJSBKJptw3AGVmNtHMBgE3Ex6C6ekAcBWAmY0FpgKVsQyaTPYebeG2H69nSEYaT311EVPHjQg6kogkmT7H3N29y8zuAV4C0oHV7r7TzO6ObF8J/B3wEzN7i/Awzrfdvb4fcyesffVt3PrwetLTjMfuWqjFqkWkX0R1EZO7vwi8eNZzK3v8XAN8MrbRks+hxpPc+vB6OrtDPPnVRSp2Eek3ukJ1gDSd6OTLq9+k+VQnj9+1kCljNRQjIv0nqitU5cK0d3Xz1Uc3cuDYCR66vZyZhTp5KiL9S0fu/czd+at/3866ygbuv3kOCydpuqOI9D8dufezf3h5D7/cWsNffmoqS+cUBh1HRFKEyr0fPbb+AA+++i63LCjhT5dcFHQcEUkhKvd+8uqeWr7zyx0smZrP3y2doZuAiciAUrn3g7cPN/P1n2/m4nEjeOCL88hI18csIgNLrRNjx9s6uOuRjYwYksHqr8wna7DOWYvIwFPzxFBXd4ivP7aZ2uZ2nrp7EWOztZC1iARD5R5D//fF3bzx7jF+eNNs5hTnBh1HRFKYhmVi5JlN1ax+vYqvfKSUPykv7vsXRET6kco9BrZXN/LXv3iLRZNG87+unxZ0HBERlfuFajzRwdce3Ux+1mAe+OJcMjUzRkTigMbcL0Ao5PzFU9uobTnF03d/hNFZg4OOJCIC6Mj9gqxaU8nvdtfyN9dP1wlUEYkrKvfztL7yGD98aQ/XzxrP7YsmBB1HROS/ULmfh/rWdv7s8S0UjxzK//v8LN1aQETijsbcz1F3yPnmE1tpOtnJT+5YwIghmUFHEhF5H5X7OfqXV/aytqKeH3x+FtMLsoOOIyLSKw3LnIM1e+u4/3d7+dy8Qr6gC5VEJI6p3KN0pOkU33xiK5Pzs/j7z8zUOLuIxLWoyt3MrjGzPWZWYWb3fsA+S8xsq5ntNLM/xDZmsLq6Q/zZ45s52dnNv942j2GDNJolIvGtz5Yys3TgQeATQDWwwcyed/ddPfbJBX4EXOPuB8xsTD/lDcT9v9vLhn3HuW/ZHCaPGRF0HBGRPkVz5L4AqHD3SnfvAJ4Alp61zxeBZ939AIC718Y2ZnDerGrgwVcruOnSIj4zV2ugikhiiKbcC4GDPR5XR57raQow0sx+b2abzOz23l7IzFaY2UYz21hXV3d+iQdQ08lO/vzJrRSPGsb/vnFG0HFERKIWTbn3dubQz3qcAVwKXA98CviOmU153y+5r3L3cncvz8/PP+ewA8nd+ZvndnCk+RT3LZujFZVEJKFE01jVQM95f0VATS/71Lt7G9BmZq8BlwDvxCRlAJ7dfIhfbavhf3xyCnNLRgYdR0TknERz5L4BKDOziWY2CLgZeP6sfX4JLDazDDMbBlwGvB3bqANn/7E2vvvLHSwoHcXXlkwOOo6IyDnr88jd3bvM7B7gJSAdWO3uO83s7sj2le7+tpn9BtgOhICH3X1HfwbvL53dIb755FbS0ox/unkO6Wmazy4iiSeqgWR3fxF48aznVp71+IfAD2MXLRj/8ru9bDnQyL/cMpfC3KFBxxEROS+6QrWHDfsaeODVCj4/r4hPX1IQdBwRkfOmco9oOtnJN5/YStHIYXx/qaY9ikhi0/w+wtMevxOZ9vjvdy/StEcRSXg6cgee23qI57fV8M2ryjTtUUSSQsqXe+OJDr773E7ml47kTz+maY8ikhxSvtwfe/MALe1dfP/GmZr2KCJJI6XLvaMrxE/f2McVk/O0qpKIJJWULvdfbavhaHM7yxdPDDqKiEhMpWy5uzsPralkytgsPjolvm9iJiJyrlK23F+vOMbuIy0sv2KSlswTkaSTsuX+8NpK8rIGs3SurkQVkeSTkuW+92gLv99Tx+2LJjA4Iz3oOCIiMZeS5f7wmiqGZKZx28IJQUcREekXKVfudS3t/GLLIT4/r4hRwwcFHUdEpF+kXLn/bN1+OrpD3HmFpj+KSPJKqXI/1dnNo+v2c/W0MUzKzwo6johIv0mpcn9mczUNbR0sXzwp6CgiIv0qZco9FHJ+vKaKWYU5XDZxVNBxRET6VcqU+6t7aqmsb2P54om6aElEkl7KlPtDayoZnzOE62aNDzqKiEi/S4ly33GoiXWVDdxxeSmZ6SnxnywiKS6qpjOza8xsj5lVmNm9H7LffDPrNrObYhfxwj20ppKswRncvKAk6CgiIgOiz3I3s3TgQeBaYDpwi5lN/4D9fgC8FOuQF6Km8SQvbD/MsvnFZA/JDDqOiMiAiObIfQFQ4e6V7t4BPAEs7WW/PwOeAWpjmO+C/fSNfbg7d1xeGnQUEZEBE025FwIHezyujjx3mpkVAp8FVn7YC5nZCjPbaGYb6+rqzjXrOWtt7+KxNw9w7azxFI0c1u/vJyISL6Ip997mDfpZj+8Dvu3u3R/2Qu6+yt3L3b08P7//F8h4csNBWk51cZcuWhKRFJMRxT7VQHGPx0VAzVn7lANPROaP5wHXmVmXuz8Xi5Dno6s7xOq1VcwvHcmc4tygYoiIBCKact8AlJnZROAQcDPwxZ47uPvpu3CZ2U+AF4IsdoCXdh7lUONJvvvp9537FRFJen2Wu7t3mdk9hGfBpAOr3X2nmd0d2f6h4+xBeG991Amjh3H1tLFBxxERGXDRHLnj7i8CL571XK+l7u5fufBYF2bT/uNsPdjI3y6dQXqabjUgIqknKS/XfGhNJTlDM7np0qKgo4iIBCLpyn3/sTZe3nWU2xaWMGxQVP8wERFJOklX7qvXVpGRZty+qDToKCIigUmqcm880cFTG6u58ZJCxmYPCTqOiEhgkqrcf77+ACc7u1m+WOujikhqS5py7+gK8dM39rG4LI9p47ODjiMiEqikKfdfbauhtqVd66OKiJAk5f7eRUtTxmZxZVle0HFERAKXFOX+esUxdh9pYfkVk7Q+qogISVLuD62pJC9rMEvnFgQdRUQkLiR8ub9ztIU/vFPHlxdNYHBGetBxRETiQsKX+4/XVDEkM41bF04IOoqISNxI6HKva2nnF1sO8fl5RYwaPijoOCIicSOhy/1nf9xHZyjEnVfooiURkZ4SttxPdXbzs3X7uerisUzKzwo6johIXEnYcn9mczXHT3TqVgMiIr1IyHIPhZwfr6liVmEOl00cFXQcEZG4k5Dl/sruWirr21i+eKIuWhIR6UVClvtDayopyBnCdbPGBx1FRCQuJVy5v1XdxPqqBu64fCKZ6QkXX0RkQCRcOz68tpKswRksW1AcdBQRkbgVVbmb2TVmtsfMKszs3l6232pm2yNfb5jZJbGPCjWNJ3lh+2GWzS8me0hmf7yFiEhS6LPczSwdeBC4FpgO3GJm08/arQr4qLvPBv4OWBXroAA/eWMfAHdcXtofLy8ikjSiOXJfAFS4e6W7dwBPAEt77uDub7j78cjDdUBRbGNCa3sXj68/wLUzx1E0clisX15EJKlEU+6FwMEej6sjz32QO4H/6G2Dma0ws41mtrGuri76lMCTGw7S0t6llZZERKIQTbn3NpHce93R7GOEy/3bvW1391XuXu7u5fn5+VGH7OoOsXptFfNLRzKnODfq3xMRSVXRlHs10HNqShFQc/ZOZjYbeBhY6u7HYhMv7Dc7j3Co8aSO2kVEohRNuW8AysxsopkNAm4Gnu+5g5mVAM8CX3L3d2IZMLw+ahWlo4dx9bSxsXxpEZGkldHXDu7eZWb3AC8B6cBqd99pZndHtq8EvguMBn4UuR1Al7uXxyLgpv3H2Xawkb9dOoP0NN1qQEQkGn2WO4C7vwi8eNZzK3v8vBxYHttoYQ+tqSRnaCY3XRrzCTgiIkkrrq9Q3Vffxsu7jnLbwhKGDYrq7yERESHOy33161VkpqXx5UWlQUcREUkocVvujSc6eHpjNTfOKWBM9pCg44iIJJS4Lfefrz/Ayc5urY8qInIe4rLcO7pC/PSNfSwuy2Pa+Oyg44iIJJy4LPfnt9VQ29Kui5ZERM5T3JW7u/PwmkqmjM3iyrK8oOOIiCSkuCv31yuOsftIC8uvmKT1UUVEzlPclftDayrJyxrM0rkFQUcREUlYcVXu7xxt4Q/v1PHlRRMYnJEedBwRkYQVV+X+8JpKhmSmcevCCUFHERFJaHFT7nUt7Ty3pYbPzyti1PBBQccREUlocVPuP/vjPjpDIV20JCISA3FR7ic7uvnZuv1cdfFYJuVnBR1HRCThxUW5P7O5muMnOrlrsY7aRURiIfByD4Wc1WurmF2Uw4KJo4KOIyKSFAIv91d211JZ38adV0zURUsiIjESeLk/tKaSgpwhXDdrfNBRRESSRqDl/lZ1E+urGrjj8olkpgf+94yISNIItFEfXltJ1uAMli0oDjKGiEjSCazcO7tDvLD9MMvmF5M9JDOoGCIiSSmqcjeza8xsj5lVmNm9vWw3M/vnyPbtZjavr9esb+0A4I7LS881s4iI9KHPcjezdOBB4FpgOnCLmU0/a7drgbLI1wrgX/t63Ya2Dq6dOY6ikcPOObSIiHy4aI7cFwAV7l7p7h3AE8DSs/ZZCjziYeuAXDP70OkvIXettCQi0k+iKfdC4GCPx9WR5851H8xshZltNLONQ9NCzCnOPce4IiISjWjKvbcri/w89sHdV7l7ubuXTx4/Mpp8IiJyHqIp92qg51zFIqDmPPYREZEBEk25bwDKzGyimQ0CbgaeP2uf54HbI7NmFgJN7n44xllFRCRKGX3t4O5dZnYP8BKQDqx2951mdndk+0rgReA6oAI4AdzRf5FFRKQvfZY7gLu/SLjAez63ssfPDnw9ttFEROR86YYuIiJJSOUuIpKEVO4iIklI5S4ikoQsfC40gDc2awH2BPLm8ScPqA86RJzQZ3GGPosz9FmcMdXdR/S1U1SzZfrJHncvD/D944aZbdRnEabP4gx9FmfoszjDzDZGs5+GZUREkpDKXUQkCQVZ7qsCfO94o8/iDH0WZ+izOEOfxRlRfRaBnVAVEZH+o2EZEZEkpHIXEUlCgZR7XwtupwozW21mtWa2I+gsQTOzYjN71czeNrOdZvaNoDMFxcyGmNmbZrYt8ll8P+hMQTKzdDPbYmYvBJ0laGa2z8zeMrOtfU2JHPAx98iC2+8AnyC8yMcG4BZ33zWgQeKAmV0JtBJef3Zm0HmCFFlzd7y7bzazEcAm4DMp+ufCgOHu3mpmmcBa4BuR9YlTjpl9CygHst39hqDzBMnM9gHl7t7nBV1BHLlHs+B2SnD314CGoHPEA3c/7O6bIz+3AG/Tyzq8qSCy0Hxr5GFm5CslZz6YWRFwPfBw0FkSTRDlHtVi2pK6zKwUmAusDzhKYCJDEVuBWuA/3T1VP4v7gL8CQgHniBcOvGxmm8xsxYftGES5R7WYtqQmM8sCngG+6e7NQecJirt3u/scwusRLzCzlBu2M7MbgFp33xR0ljhyubvPA64Fvh4Z2u1VEOWuxbSlV5Hx5WeAn7v7s0HniQfu3gj8Hrgm2CSBuBy4MTLO/ATwcTN7NNhIwXL3msj3WuAXhIe5exVEuUez4LakmMhJxB8Db7v7PwadJ0hmlm9muZGfhwJXA7sDDRUAd/9rdy9y91LCPfGKu98WcKzAmNnwyGQDzGw48EngA2faDXi5u3sX8N6C228DT7n7zoHOEQ/M7HHgj8BUM6s2szuDzhSgy4EvET462xr5ui7oUAEZD7xqZtsJHwz9p7un/DRAYSyw1sy2AW8Cv3b333zQzrr9gIhIEtIVqiIiSUjlLiKShFTuIiJJSOUuIpKEVO4iIklI5S4ikoRU7iIiSej/A7aY50+CA8ywAAAAAElFTkSuQmCC\n", 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nuTswwsJtlAU0AF0xzpq0ahpPcvvqN9l/rI1/WnYJn51bFHQkEUlw0ZR7IXCwx+Nq4LKz9nkAeB6oAUYAy9w9dPYLmdkKYAVASUnJ+eRNOvuPtfHFh9bTfLKTR/7bZSy6aHTQkUQkCUQz5t7b2ICf9fhTwFagAJgDPGBm2e/7JfdV7l7u7uX5+fnnGDX5VNS28IV/+yNtHV08dtdCFbuIxEw05V4NFPd4XET4CL2nO4BnPawCqAIujk3E5LSrppkv/Ns6Qg5PrljErKKcoCOJSBKJptw3AGVmNtHMBgE3Ex6C6ekAcBWAmY0FpgKVsQyaTPYebeG2H69nSEYaT311EVPHjQg6kogkmT7H3N29y8zuAV4C0oHV7r7TzO6ObF8J/B3wEzN7i/Awzrfdvb4fcyesffVt3PrwetLTjMfuWqjFqkWkX0R1EZO7vwi8eNZzK3v8XAN8MrbRks+hxpPc+vB6OrtDPPnVRSp2Eek3ukJ1gDSd6OTLq9+k+VQnj9+1kCljNRQjIv0nqitU5cK0d3Xz1Uc3cuDYCR66vZyZhTp5KiL9S0fu/czd+at/3866ygbuv3kOCydpuqOI9D8dufezf3h5D7/cWsNffmoqS+cUBh1HRFKEyr0fPbb+AA+++i63LCjhT5dcFHQcEUkhKvd+8uqeWr7zyx0smZrP3y2doZuAiciAUrn3g7cPN/P1n2/m4nEjeOCL88hI18csIgNLrRNjx9s6uOuRjYwYksHqr8wna7DOWYvIwFPzxFBXd4ivP7aZ2uZ2nrp7EWOztZC1iARD5R5D//fF3bzx7jF+eNNs5hTnBh1HRFKYhmVi5JlN1ax+vYqvfKSUPykv7vsXRET6kco9BrZXN/LXv3iLRZNG87+unxZ0HBERlfuFajzRwdce3Ux+1mAe+OJcMjUzRkTigMbcL0Ao5PzFU9uobTnF03d/hNFZg4OOJCIC6Mj9gqxaU8nvdtfyN9dP1wlUEYkrKvfztL7yGD98aQ/XzxrP7YsmBB1HROS/ULmfh/rWdv7s8S0UjxzK//v8LN1aQETijsbcz1F3yPnmE1tpOtnJT+5YwIghmUFHEhF5H5X7OfqXV/aytqKeH3x+FtMLsoOOIyLSKw3LnIM1e+u4/3d7+dy8Qr6gC5VEJI6p3KN0pOkU33xiK5Pzs/j7z8zUOLuIxLWoyt3MrjGzPWZWYWb3fsA+S8xsq5ntNLM/xDZmsLq6Q/zZ45s52dnNv942j2GDNJolIvGtz5Yys3TgQeATQDWwwcyed/ddPfbJBX4EXOPuB8xsTD/lDcT9v9vLhn3HuW/ZHCaPGRF0HBGRPkVz5L4AqHD3SnfvAJ4Alp61zxeBZ939AIC718Y2ZnDerGrgwVcruOnSIj4zV2ugikhiiKbcC4GDPR5XR57raQow0sx+b2abzOz23l7IzFaY2UYz21hXV3d+iQdQ08lO/vzJrRSPGsb/vnFG0HFERKIWTbn3dubQz3qcAVwKXA98CviOmU153y+5r3L3cncvz8/PP+ewA8nd+ZvndnCk+RT3LZujFZVEJKFE01jVQM95f0VATS/71Lt7G9BmZq8BlwDvxCRlAJ7dfIhfbavhf3xyCnNLRgYdR0TknERz5L4BKDOziWY2CLgZeP6sfX4JLDazDDMbBlwGvB3bqANn/7E2vvvLHSwoHcXXlkwOOo6IyDnr88jd3bvM7B7gJSAdWO3uO83s7sj2le7+tpn9BtgOhICH3X1HfwbvL53dIb755FbS0ox/unkO6Wmazy4iiSeqgWR3fxF48aznVp71+IfAD2MXLRj/8ru9bDnQyL/cMpfC3KFBxxEROS+6QrWHDfsaeODVCj4/r4hPX1IQdBwRkfOmco9oOtnJN5/YStHIYXx/qaY9ikhi0/w+wtMevxOZ9vjvdy/StEcRSXg6cgee23qI57fV8M2ryjTtUUSSQsqXe+OJDr773E7ml47kTz+maY8ikhxSvtwfe/MALe1dfP/GmZr2KCJJI6XLvaMrxE/f2McVk/O0qpKIJJWULvdfbavhaHM7yxdPDDqKiEhMpWy5uzsPralkytgsPjolvm9iJiJyrlK23F+vOMbuIy0sv2KSlswTkaSTsuX+8NpK8rIGs3SurkQVkeSTkuW+92gLv99Tx+2LJjA4Iz3oOCIiMZeS5f7wmiqGZKZx28IJQUcREekXKVfudS3t/GLLIT4/r4hRwwcFHUdEpF+kXLn/bN1+OrpD3HmFpj+KSPJKqXI/1dnNo+v2c/W0MUzKzwo6johIv0mpcn9mczUNbR0sXzwp6CgiIv0qZco9FHJ+vKaKWYU5XDZxVNBxRET6VcqU+6t7aqmsb2P54om6aElEkl7KlPtDayoZnzOE62aNDzqKiEi/S4ly33GoiXWVDdxxeSmZ6SnxnywiKS6qpjOza8xsj5lVmNm9H7LffDPrNrObYhfxwj20ppKswRncvKAk6CgiIgOiz3I3s3TgQeBaYDpwi5lN/4D9fgC8FOuQF6Km8SQvbD/MsvnFZA/JDDqOiMiAiObIfQFQ4e6V7t4BPAEs7WW/PwOeAWpjmO+C/fSNfbg7d1xeGnQUEZEBE025FwIHezyujjx3mpkVAp8FVn7YC5nZCjPbaGYb6+rqzjXrOWtt7+KxNw9w7azxFI0c1u/vJyISL6Ip997mDfpZj+8Dvu3u3R/2Qu6+yt3L3b08P7//F8h4csNBWk51cZcuWhKRFJMRxT7VQHGPx0VAzVn7lANPROaP5wHXmVmXuz8Xi5Dno6s7xOq1VcwvHcmc4tygYoiIBCKact8AlJnZROAQcDPwxZ47uPvpu3CZ2U+AF4IsdoCXdh7lUONJvvvp9537FRFJen2Wu7t3mdk9hGfBpAOr3X2nmd0d2f6h4+xBeG991Amjh3H1tLFBxxERGXDRHLnj7i8CL571XK+l7u5fufBYF2bT/uNsPdjI3y6dQXqabjUgIqknKS/XfGhNJTlDM7np0qKgo4iIBCLpyn3/sTZe3nWU2xaWMGxQVP8wERFJOklX7qvXVpGRZty+qDToKCIigUmqcm880cFTG6u58ZJCxmYPCTqOiEhgkqrcf77+ACc7u1m+WOujikhqS5py7+gK8dM39rG4LI9p47ODjiMiEqikKfdfbauhtqVd66OKiJAk5f7eRUtTxmZxZVle0HFERAKXFOX+esUxdh9pYfkVk7Q+qogISVLuD62pJC9rMEvnFgQdRUQkLiR8ub9ztIU/vFPHlxdNYHBGetBxRETiQsKX+4/XVDEkM41bF04IOoqISNxI6HKva2nnF1sO8fl5RYwaPijoOCIicSOhy/1nf9xHZyjEnVfooiURkZ4SttxPdXbzs3X7uerisUzKzwo6johIXEnYcn9mczXHT3TqVgMiIr1IyHIPhZwfr6liVmEOl00cFXQcEZG4k5Dl/sruWirr21i+eKIuWhIR6UVClvtDayopyBnCdbPGBx1FRCQuJVy5v1XdxPqqBu64fCKZ6QkXX0RkQCRcOz68tpKswRksW1AcdBQRkbgVVbmb2TVmtsfMKszs3l6232pm2yNfb5jZJbGPCjWNJ3lh+2GWzS8me0hmf7yFiEhS6LPczSwdeBC4FpgO3GJm08/arQr4qLvPBv4OWBXroAA/eWMfAHdcXtofLy8ikjSiOXJfAFS4e6W7dwBPAEt77uDub7j78cjDdUBRbGNCa3sXj68/wLUzx1E0clisX15EJKlEU+6FwMEej6sjz32QO4H/6G2Dma0ws41mtrGuri76lMCTGw7S0t6llZZERKIQTbn3NpHce93R7GOEy/3bvW1391XuXu7u5fn5+VGH7OoOsXptFfNLRzKnODfq3xMRSVXRlHs10HNqShFQc/ZOZjYbeBhY6u7HYhMv7Dc7j3Co8aSO2kVEohRNuW8AysxsopkNAm4Gnu+5g5mVAM8CX3L3d2IZMLw+ahWlo4dx9bSxsXxpEZGkldHXDu7eZWb3AC8B6cBqd99pZndHtq8EvguMBn4UuR1Al7uXxyLgpv3H2Xawkb9dOoP0NN1qQEQkGn2WO4C7vwi8eNZzK3v8vBxYHttoYQ+tqSRnaCY3XRrzCTgiIkkrrq9Q3Vffxsu7jnLbwhKGDYrq7yERESHOy33161VkpqXx5UWlQUcREUkocVvujSc6eHpjNTfOKWBM9pCg44iIJJS4Lfefrz/Ayc5urY8qInIe4rLcO7pC/PSNfSwuy2Pa+Oyg44iIJJy4LPfnt9VQ29Kui5ZERM5T3JW7u/PwmkqmjM3iyrK8oOOIiCSkuCv31yuOsftIC8uvmKT1UUVEzlPclftDayrJyxrM0rkFQUcREUlYcVXu7xxt4Q/v1PHlRRMYnJEedBwRkYQVV+X+8JpKhmSmcevCCUFHERFJaHFT7nUt7Ty3pYbPzyti1PBBQccREUlocVPuP/vjPjpDIV20JCISA3FR7ic7uvnZuv1cdfFYJuVnBR1HRCThxUW5P7O5muMnOrlrsY7aRURiIfByD4Wc1WurmF2Uw4KJo4KOIyKSFAIv91d211JZ38adV0zURUsiIjESeLk/tKaSgpwhXDdrfNBRRESSRqDl/lZ1E+urGrjj8olkpgf+94yISNIItFEfXltJ1uAMli0oDjKGiEjSCazcO7tDvLD9MMvmF5M9JDOoGCIiSSmqcjeza8xsj5lVmNm9vWw3M/vnyPbtZjavr9esb+0A4I7LS881s4iI9KHPcjezdOBB4FpgOnCLmU0/a7drgbLI1wrgX/t63Ya2Dq6dOY6ikcPOObSIiHy4aI7cFwAV7l7p7h3AE8DSs/ZZCjziYeuAXDP70OkvIXettCQi0k+iKfdC4GCPx9WR5851H8xshZltNLONQ9NCzCnOPce4IiISjWjKvbcri/w89sHdV7l7ubuXTx4/Mpp8IiJyHqIp92qg51zFIqDmPPYREZEBEk25bwDKzGyimQ0CbgaeP2uf54HbI7NmFgJN7n44xllFRCRKGX3t4O5dZnYP8BKQDqx2951mdndk+0rgReA6oAI4AdzRf5FFRKQvfZY7gLu/SLjAez63ssfPDnw9ttFEROR86YYuIiJJSOUuIpKEVO4iIklI5S4ikoQsfC40gDc2awH2BPLm8ScPqA86RJzQZ3GGPosz9FmcMdXdR/S1U1SzZfrJHncvD/D944aZbdRnEabP4gx9FmfoszjDzDZGs5+GZUREkpDKXUQkCQVZ7qsCfO94o8/iDH0WZ+izOEOfxRlRfRaBnVAVEZH+o2EZEZEkpHIXEUlCgZR7XwtupwozW21mtWa2I+gsQTOzYjN71czeNrOdZvaNoDMFxcyGmNmbZrYt8ll8P+hMQTKzdDPbYmYvBJ0laGa2z8zeMrOtfU2JHPAx98iC2+8AnyC8yMcG4BZ33zWgQeKAmV0JtBJef3Zm0HmCFFlzd7y7bzazEcAm4DMp+ufCgOHu3mpmmcBa4BuR9YlTjpl9CygHst39hqDzBMnM9gHl7t7nBV1BHLlHs+B2SnD314CGoHPEA3c/7O6bIz+3AG/Tyzq8qSCy0Hxr5GFm5CslZz6YWRFwPfBw0FkSTRDlHtVi2pK6zKwUmAusDzhKYCJDEVuBWuA/3T1VP4v7gL8CQgHniBcOvGxmm8xsxYftGES5R7WYtqQmM8sCngG+6e7NQecJirt3u/scwusRLzCzlBu2M7MbgFp33xR0ljhyubvPA64Fvh4Z2u1VEOWuxbSlV5Hx5WeAn7v7s0HniQfu3gj8Hrgm2CSBuBy4MTLO/ATwcTN7NNhIwXL3msj3WuAXhIe5exVEuUez4LakmMhJxB8Db7v7PwadJ0hmlm9muZGfhwJXA7sDDRUAd/9rdy9y91LCPfGKu98WcKzAmNnwyGQDzGw48EngA2faDXi5u3sX8N6C228DT7n7zoHOEQ/M7HHgj8BUM6s2szuDzhSgy4EvET462xr5ui7oUAEZD7xqZtsJHwz9p7un/DRAYSyw1sy2AW8Cv3b333zQzrr9gIhIEtIVqiIiSUjlLiKShFTuIiJJSOUuIpKEVO4iIklI5S4ikoRU7iIiSej/A7aY50+CA8ywAAAAAElFTkSuQmCC", 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\n", 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", 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\n", 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", 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" ] @@ -513,7 +513,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 3.8780 seconds.\n" + "Solving a consumer with portfolio choice took 4.5360 seconds.\n" ] } ], @@ -545,7 +545,7 @@ }, { "data": { - "image/png": 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\n", 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", 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\n", 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", 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\n", 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", 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\n", 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", "text/plain": [ "
" ] @@ -694,7 +694,9 @@ "metadata": {}, "outputs": [], "source": [ - "FixedShareExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(**init_portfolio)\n", + "FixedShareExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(\n", + " **init_portfolio\n", + ")\n", "FixedShareExample.cycles = 0\n" ] }, @@ -708,7 +710,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with fixed portfolio share took 4.3780 seconds.\n" + "Solving a consumer with fixed portfolio share took 5.1680 seconds.\n" ] } ], @@ -747,7 +749,7 @@ }, { "data": { - "image/png": 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\n", 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", 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\n", 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", 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\n", 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", 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" ] @@ -856,7 +858,9 @@ "outputs": [], "source": [ "init_portfolio[\"RiskyShareFixed\"] = [1.0]\n", - "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(**init_portfolio)\n", + "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(\n", + " **init_portfolio\n", + ")\n", "RiskyFixedExample.cycles = 0\n" ] }, @@ -870,7 +874,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with share fixed at 1.0 took 3.6180 seconds.\n" + "Solving a consumer with share fixed at 1.0 took 4.3160 seconds.\n" ] } ], @@ -909,7 +913,7 @@ }, { "data": { - "image/png": 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\n", 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", 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\n", 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", 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\n", 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", 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" ] @@ -1000,7 +1004,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "cdaa4b5b", "metadata": {}, "outputs": [], diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py index f28101a16..530f86dd6 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py @@ -214,7 +214,9 @@ # ## Risky Return Given Fixed Portfolio Share # %% -FixedShareExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(**init_portfolio) +FixedShareExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType( + **init_portfolio +) FixedShareExample.cycles = 0 @@ -259,7 +261,9 @@ # %% init_portfolio["RiskyShareFixed"] = [1.0] -RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(**init_portfolio) +RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType( + **init_portfolio +) RiskyFixedExample.cycles = 0 diff --git a/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb b/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb index 143eb4889..c06b7abc4 100644 --- a/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb @@ -20,7 +20,7 @@ " SequentialPortfolioConsumerType,\n", " init_portfolio,\n", ")\n", - "from HARK.utilities import plot_funcs" + "from HARK.utilities import plot_funcs\n" ] }, { @@ -33,7 +33,7 @@ "output_type": "stream", "text": [ "Now solving an example portfolio choice problem; this might take a moment...\n", - "Solving an infinite horizon portfolio choice problem took 6.892995834350586 seconds.\n" + "Solving an infinite horizon portfolio choice problem took 4.498995780944824 seconds.\n" ] } ], @@ -54,7 +54,7 @@ " \"Solving an infinite horizon portfolio choice problem took \"\n", " + str(t1 - t0)\n", " + \" seconds.\"\n", - ")" + ")\n" ] }, { @@ -71,7 +71,7 @@ }, { "data": { - "image/png": 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\n", 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N89K4Z1kO189J1Vq3ImOIwl84frKTZz+u5vnSGpo7eshKjOMbK+dw1xXTyEzUVb7IWKTwj1C9/W7e2tvAMx+e4C+HmomOMtw0L41PL8thxZxUDdEUGeMU/hHmxMkunvnoBP9vRzXNHb1kJ03gW6vm8F+KppORqHnyRSKFwj8CDLgt2w408tQHx3n7QBNRxnDzvDTuuTKHFfm6yheJRAr/Mayls5fnSqt5+sPjVLd0kxY/nq/elM89y3J0lS8S4RT+Y4y1lt3VrTz1wXFeLXfR2+9m+aypPLR2PqsL0rU4iogACv8xo7t3gC17anlq+3EqatuZPD6Gu6+YzmeXz2BOerzT5YlIiFH4h7mjzZ38bvtxni+tpv1MP3PSJ/MvdxTyiSXZTB6vP14RGZ7SIQxZa3nnYDO/fe8ob+9vIibKsLYwg88tn8GymVO1QIqIjErhH0a6evt5YWctj793lMNNnaRMHs/Xbs7nM1fmkJagG7gi4juFfxioOdXFkx8c59mPTtB+pp+F2Yn87K5F3HJZJuNjNLGaiFw4hX+Istby0dEWfvveMd6oqscYT9fOvVfncrnWvhWRS6TwDzE9/QNs2V3Hb987RpWrnaSJ4/jH62fzueUzyNJsmiLiJwr/ENHW1cfvPjzO4+8fo+l0D3PSJ/OTOxdyx+JsLXguIn6n8HdYdUsXj713lD98XE1X7wDX5afws7sWcW1eirp2RCRgFP4Oqaht4zfvHKG43IUBbl+UxZdWzGJ+ZoLTpYlIBFD4B5G1lrcPNLFp2xE+OHKS+PEx/MO1M/nCNbmaN19EgkrhHwR9A2627K7jN+8c5kBDB5mJcXx//XzuXjad+LhxTpcnIhFI4R9AZ/oGeH5HDb/ZdpiaU93My4jn559axK2XZWmCNRFxlMI/ALp6+3nmwxNseucIjad7WJKTxMMbCrhxbppu4opISFD4+1Fbdx9Pvn+Mx947yqmuPq6encz//tRirpqdrNAXkZCi8PeDls5e/v3dIzz1wXFO9/Rz87w0Hrgpj6U5U5wuTURkWAr/S9DW3ce/v3uEx/5ylK6+AdYvzOSBG/JYkKXhmiIS2hT+F6Gjp5/f/uUom949wukz/dyyMJOvr8wnX4umiEiYUPhfgK7efp784Di/2XaYU119rJyfzjdW5VOQleh0aSIiF0Th74P+ATfPldbw87cO0HS6h+vnpPLNVXNYND3J6dJERC6Kwv88rLX8aV8jPynZx6HGDopmTOGRzyylKHeq06WJiFwShf8Iymva+O/FVWw/0sLMlEk8+tnLWVOQriGbIjImKPyHONXZy79u3c+zH59gysRYHt5QwD3LcvREroiMKQp/L7fb8ofSan76+j5On+nnvmtm8rWV+SRo7h0RGYMU/sBeVzsPbS5nT3Ury3Kn8vAdBczL0Fh9ERm7Ijr8+wbcPPL2YX75p4MkThjHzz+1iDsWZ6tfX0TGvFHD3xjzGHAr0GitLRxmuwF+AawHuoAvWGt3+rtQf9tX3863nttDZV07ty/K4se3FzBlUqzTZYmIBIUvV/6PA78Cnhxh+zog3/t1JfCI93tIstby9IcnePjVKhLiYnj0s5eztjDD6bJERIJq1PC31r5jjMk9zy4bgCettRbYboxJMsZkWmtd/irSX06f6eOhzeW8VuZixZxUfnbXIlImj3e6LBGRoPNHn382UD3o5xrve38T/saYjcBGgJycHD8c2nfVLV38wxOlHGrq4Dtr53L/itlERalvX0Qikz/Cf7gEtcPtaK3dBGwCKCoqGnafQNh54hQbnyylp9/NE/cu49r8lGAdWkQkJPkj/GuA6YN+ngbU+eFz/WLbgSY2PllKekIcz268gry0yU6XJCLiOH88troF+HvjsRxoC5X+/j/va+RLT5QyO3UyL37lagW/iIiXL0M9fw/cAKQYY2qAHwLjAKy1jwLFeIZ5HsIz1PPeQBV7IbYdaGLjU6XMzYjnd1+8kqSJGsYpInKWL6N97hlluwUe8FtFflBZ18ZXfreDvLR4nv7ichInaooGEZHBxtxsZXWt3dz3+MckThjH4/deoeAXERnGmJreobffzQPP7KSzZ4AXvnw16QlxTpckIhKSxlT4/4+Sfew60cq/fWYpczO0nq6IyEjGTLfPm1UNPPbeUb5wdS7rF2Y6XY6ISEgbE+F/qrOX724uZ35mAt9dP8/pckREQt6Y6PZ5+NUqWrt6eeK+KxgfE+10OSIiIS/sr/zfP9TMi7tq+coNsynISnS6HBGRsBDW4d8/4ObHr1QxbcoEvnJjntPliIiEjbAO/99/XM3+htN8f/184sapu0dExFdhG/7dvQP84q0DXDlzqhZjERG5QGEb/s98dILmjl6+vWau1twVEblAYRn+Z/oG+M22wyyfNZUrcqc6XY6ISNgJy/AvLnfReLqHB3STV0TkooRl+D+1/TizUidxbZ5W5BIRuRhhF/4VtW3sOtHKZ6+cob5+EZGLFHbh/7vtx5kwLpq/u3ya06WIiIStsAr/7t4BXtlTx22LMkmcoHn6RUQuVliF/xtV9XT2DnDnUl31i4hcirAK/xd31ZKVGMcyDe8UEbkkYRP+Tad7ePdgMxuWZBMVpRu9IiKXImzC/9WyOgbcljuXZDtdiohI2Aub8H9xVy0FWQnkp2t5RhGRSxUW4X+kqYOymjY+oat+ERG/CIvwL6moB+CWy7Q2r4iIP4RJ+LtYPD2JzMQJTpciIjImhHz4V7d0UVHbzjrN2S8i4jchH/6ve7t81hWqy0dExF9CPvxLKlwsyEwgJ3mi06WIiIwZIR3+9W1n2HmiVV0+IiJ+FtLhv7XS2+WzUOEvIuJPIR3+JRUu8tImk5emB7tERPwpZMP/ZEcPHx1tUZePiEgAhGz4v1nVgNvCWoW/iIjf+RT+xpi1xpj9xphDxpiHhtl+gzGmzRiz2/v1z5da2EfHWkiZPJ4FmQmX+lEiIjJEzGg7GGOigV8Dq4Aa4GNjzBZrbdWQXd+11t7qr8LKa9q4bFqi1ukVEQkAX678lwGHrLVHrLW9wLPAhkAW1dnTz+GmDhZmJwbyMCIiEcuX8M8Gqgf9XON9b6irjDF7jDElxpiC4T7IGLPRGFNqjCltamoa8YBVrnbcFoW/iEiA+BL+w/W72CE/7wRmWGsXAb8EXhrug6y1m6y1RdbaotTU1BEPWF7TBsDCaQp/EZFA8CX8a4Dpg36eBtQN3sFa226t7fC+LgbGGWNSLrao8to20uLHk54Qd7EfISIi5+FL+H8M5BtjZhpjYoG7gS2DdzDGZBjvnVljzDLv55682KLKaz03e0VEJDBGHe1jre03xjwIbAWigcestZXGmPu92x8FPgl82RjTD3QDd1trh3YN+aTDe7P3Vi3cIiISMKOGP5zryike8t6jg17/CviVPwqqqmvHWnTlLyISQCH3hG9ZTSsAhRrpIyISMCEX/hW1bWQkxJEWr5u9IiKBEnLhX1bbpqt+EZEAC6nwP32mjyNNnervFxEJsJAK/8q6dkBP9oqIBFpIhf/ZJ3vV7SMiElihFf61bWQmxpEaP97pUkRExrSQC391+YiIBF7IhH/7mT6ONncq/EVEgiBkwr+iVjN5iogES+iFv678RUQCLmTCv6ymjeykCSRP1s1eEZFAC5nwr6htozBbi7WLiARDSIR/W3cfx052cdm0JKdLERGJCCER/pW1erhLRCSYQiL8y3SzV0QkqEIi/MtrPTd7p06KdboUEZGIEBrhX6M1e0VEgsnx8G/r6uNES5f6+0VEgsjx8C/39vfryl9EJHhCJvx1s1dEJHhCIPxbmT51AkkTdbNXRCRYQiD827gsO8npMkREIoqj4X+qs5fqlm7d7BURCTJHw7+iTjd7RUSc4Gj4l51dszdL4S8iEkzOXvnXtjEjeSKJE8c5WYaISMRx/Mpf/f0iIsHnWPj3uy21rd1cpvAXEQk6x8K/u3cA0MNdIiJOcC78+zzhX6DwFxEJOkev/HOTJ5I4QTd7RUSCzdEr/4VatlFExBE+hb8xZq0xZr8x5pAx5qFhthtjzP/xbi8zxiwd7TP7Btws1ILtIiKOGDX8jTHRwK+BdcAC4B5jzIIhu60D8r1fG4FHfDn4Qs3pIyLiCF+u/JcBh6y1R6y1vcCzwIYh+2wAnrQe24EkY0zmaB9coCt/ERFH+BL+2UD1oJ9rvO9d6D4YYzYaY0qNMaUTotwkxOlmr4iIE3wJfzPMe/Yi9sFau8laW2StLcrLnOJLfSIiEgC+hH8NMH3Qz9OAuovYR0REQoQv4f8xkG+MmWmMiQXuBrYM2WcL8PfeUT/LgTZrrcvPtYqIiJ/EjLaDtbbfGPMgsBWIBh6z1lYaY+73bn8UKAbWA4eALuDewJUsIiKXatTwB7DWFuMJ+MHvPTrotQUe8G9pIiISKI6v4SsiIsGn8BcRiUAKfxGRCKTwFxGJQMZzr9aBAxtzGtjvyMEvTArQ7HQRPlCd/hUOdYZDjaA6/W2utTb+Uj/Ep9E+AbLfWlvk4PF9YowpVZ3+ozr9JxxqBNXpb8aYUn98jrp9REQikMJfRCQCORn+mxw89oVQnf6lOv0nHGoE1elvfqnTsRu+IiLiHHX7iIhEIIW/iEgECnj4B2Lx9wDUON0Y82djzF5jTKUx5mvD7HODMabNGLPb+/XPwa7TW8cxY0y5t4a/GfIVIu05d1A77TbGtBtjvj5kH0fa0xjzmDGm0RhTMei9qcaYN40xB73fh11paLRzOcA1/k9jzD7vn+mLxpikEX73vOdHEOr8kTGmdtCf6/oRfjcobXmeOv8wqMZjxpjdI/xuMNtz2BwK2PlprQ3YF54poA8Ds4BYYA+wYMg+64ESPKuBLQc+DGRNI9SZCSz1vo4HDgxT5w3Aq8GubZhajwEp59nueHsOcw7UAzNCoT2BFcBSoGLQe/8KPOR9/RDw0xH+O857Lge4xtVAjPf1T4er0ZfzIwh1/gj4tg/nRFDacqQ6h2z/X8A/h0B7DptDgTo/A33lH7DF3/3JWuuy1u70vj4N7GWYNYjDhOPtOcTNwGFr7XEHazjHWvsO0DLk7Q3AE97XTwB3DPOrvpzLAavRWvuGtbbf++N2PKvlOWqEtvRF0NoSzl+nMcYAdwG/D9TxfXWeHArI+Rno8Pfb4u/BYozJBZYAHw6z+SpjzB5jTIkxpiC4lZ1jgTeMMTuMMRuH2R5S7Yln5beR/mKFQnsCpFvvynPe72nD7BNK7Xofnn/dDWe08yMYHvR2Tz02QhdFKLXldUCDtfbgCNsdac8hORSQ8zPQ4e+3xd+DwRgzGXgB+Lq1tn3I5p14ui4WAb8EXgpyeWddY61dCqwDHjDGrBiyPZTaMxa4HXh+mM2h0p6+Col2NcZ8H+gHnh5hl9HOj0B7BJgNLAZceLpUhgqJtvS6h/Nf9Qe9PUfJoRF/bZj3ztumgQ7/sFn83RgzDk+DP22t3Tx0u7W23Vrb4X1dDIwzxqQEuUystXXe743Ai3j+uTdYSLSn1zpgp7W2YeiGUGlPr4azXWPe743D7ON4uxpjPg/cCnzGejt6h/Lh/Agoa22DtXbAWusG/u8Ix3e8LQGMMTHAncAfRton2O05Qg4F5PwMdPiHxeLv3n6//wD2Wmt/NsI+Gd79MMYsw9N2J4NXJRhjJhlj4s++xnMTsGLIbo635yAjXlWFQnsOsgX4vPf154GXh9nHl3M5YIwxa4F/Am631naNsI8v50dADbm/9IkRju9oWw6yEthnra0ZbmOw2/M8ORSY8zMId7DX47lrfRj4vve9+4H7va8N8Gvv9nKgKNA1DVPjtXj+iVQG7PZ+rR9S54NAJZ676NuBqx2oc5b3+Hu8tYRke3rrmIgnzBMHved4e+L5n5EL6MNztfRFIBn4I3DQ+32qd98soPh853IQazyEp0/37Pn56NAaRzo/glznU97zrgxP+GQ62ZYj1el9//Gz5+OgfZ1sz5FyKCDnp6Z3EBGJQHrCV0QkAin8RUQikMJfRCQCKfxFRCKQwl9EJAIp/EVEIpDCX0QkAv1/47L7wEz0QiUAAAAASUVORK5CYII=", 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" ] @@ -85,7 +85,7 @@ "source": [ "# Plot the consumption and risky-share functions\n", "print(\"Consumption function over market resources:\")\n", - "plot_funcs(MyType.cFunc[0], 0.0, 20.0)" + "plot_funcs(MyType.cFunc[0], 0.0, 20.0)\n" ] }, { @@ -103,7 +103,7 @@ }, { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] @@ -140,7 +140,7 @@ "\n", "# Note that the orange line lies right on top of the blue line and they are basically\n", "# indistinguishable. This is expected, as deciding saving and risky share simultaneously\n", - "# should give the same result as when doing it sequentially." + "# should give the same result as when doing it sequentially.\n" ] }, { @@ -168,7 +168,7 @@ "print(\"as market resources approach infinity, see\")\n", "print(\n", " \"http://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/\"\n", - ")" + ")\n" ] }, { @@ -188,7 +188,7 @@ } ], "source": [ - "print(\"\\n\\n\\n\")" + "print(\"\\n\\n\\n\")\n" ] }, { @@ -201,7 +201,7 @@ "# Make another example type, but this one can only update their risky portfolio\n", "# share in any particular period with 15% probability.\n", "init_sticky_share = init_portfolio.copy()\n", - "init_sticky_share[\"AdjustPrb\"] = 0.15" + "init_sticky_share[\"AdjustPrb\"] = 0.15\n" ] }, { @@ -214,7 +214,7 @@ "output_type": "stream", "text": [ "Now solving a portfolio choice problem with \"sticky\" portfolio shares; this might take a moment...\n", - "Solving an infinite horizon sticky portfolio choice problem took 66.25000286102295 seconds.\n" + "Solving an infinite horizon sticky portfolio choice problem took 41.3579957485199 seconds.\n" ] } ], @@ -244,7 +244,7 @@ " \"Solving an infinite horizon sticky portfolio choice problem took \"\n", " + str(t1 - t0)\n", " + \" seconds.\"\n", - ")" + ")\n" ] }, { @@ -261,7 +261,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "
" ] @@ -277,7 +277,7 @@ "print(\n", " \"Consumption function over market resources when the agent can adjust his portfolio:\"\n", ")\n", - "plot_funcs(StickyType.cFuncAdj[0], 0.0, 50.0)" + "plot_funcs(StickyType.cFuncAdj[0], 0.0, 50.0)\n" ] }, { @@ -294,7 +294,7 @@ }, { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] @@ -315,7 +315,7 @@ " plt.plot(M, C)\n", "plt.xlim(0.0, 50.0)\n", "plt.ylim(0.0, None)\n", - "plt.show()" + "plt.show()\n" ] }, { @@ -328,12 +328,12 @@ "output_type": "stream", "text": [ "Risky asset share function over market resources (when possible to adjust):\n", - "Optimal (blue) versus Theoretical Limit (orange)\n" + "Optimal (blue/orange) versus Theoretical Limit (green)\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -362,7 +362,7 @@ " ],\n", " 0.0,\n", " 100.0,\n", - ")" + ")\n" ] }, { @@ -395,7 +395,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.9.10" } }, "nbformat": 4, diff --git a/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.py b/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.py index d718a2435..9b5a4a48f 100644 --- a/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.py +++ b/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.py @@ -15,6 +15,7 @@ ) from HARK.utilities import plot_funcs + # %% # Make and solve an example portfolio choice consumer type print("Now solving an example portfolio choice problem; this might take a moment...") @@ -34,11 +35,13 @@ + " seconds." ) + # %% # Plot the consumption and risky-share functions print("Consumption function over market resources:") plot_funcs(MyType.cFunc[0], 0.0, 20.0) + # %% # Since we are using a discretization of the lognormal distribution, # the limit is numerically computed and slightly different from @@ -67,6 +70,7 @@ # indistinguishable. This is expected, as deciding saving and risky share simultaneously # should give the same result as when doing it sequentially. + # %% print("\n\n\n") print("For derivation of the numerical limiting portfolio share") @@ -75,9 +79,11 @@ "http://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/" ) + # %% print("\n\n\n") + # %% "" # Make another example type, but this one can only update their risky portfolio @@ -85,6 +91,7 @@ init_sticky_share = init_portfolio.copy() init_sticky_share["AdjustPrb"] = 0.15 + # %% # Make and solve a discrete portfolio choice consumer type print( @@ -113,6 +120,7 @@ + " seconds." ) + # %% # Plot the consumption and risky-share functions print( @@ -120,6 +128,7 @@ ) plot_funcs(StickyType.cFuncAdj[0], 0.0, 50.0) + # %% print( "Consumption function over market resources when the agent CAN'T adjust, by current share:" @@ -132,6 +141,7 @@ plt.ylim(0.0, None) plt.show() + # %% print("Risky asset share function over market resources (when possible to adjust):") print("Optimal (blue/orange) versus Theoretical Limit (green)") @@ -152,4 +162,5 @@ 100.0, ) + # %% From e87c60a80d7b2bc92114a56d3611a609a0df1f32 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 12 Apr 2022 18:49:17 -0400 Subject: [PATCH 46/52] cFunc Limit --- HARK/ConsumptionSaving/ConsIndShockModel.py | 12 +- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 118 +++++++++++++----- 2 files changed, 92 insertions(+), 38 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsIndShockModel.py b/HARK/ConsumptionSaving/ConsIndShockModel.py index ebce6d91c..5e0346028 100644 --- a/HARK/ConsumptionSaving/ConsIndShockModel.py +++ b/HARK/ConsumptionSaving/ConsIndShockModel.py @@ -1715,14 +1715,14 @@ def sim_birth(self, which_agents): self.state_now["aNrm"][which_agents] = Lognormal( mu=self.aNrmInitMean, sigma=self.aNrmInitStd, - seed=self.RNG.randint(0, 2**31 - 1), + seed=self.RNG.randint(0, 2 ** 31 - 1), ).draw(N) # why is a now variable set here? Because it's an aggregate. pLvlInitMeanNow = self.pLvlInitMean + np.log( self.state_now["PlvlAgg"] ) # Account for newer cohorts having higher permanent income self.state_now["pLvl"][which_agents] = Lognormal( - pLvlInitMeanNow, self.pLvlInitStd, seed=self.RNG.randint(0, 2**31 - 1) + pLvlInitMeanNow, self.pLvlInitStd, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(N) # How many periods since each agent was born self.t_age[which_agents] = 0 @@ -1766,7 +1766,7 @@ def sim_death(self): # they die. # See: https://github.com/econ-ark/HARK/pull/981 - DeathShks = Uniform(seed=self.RNG.randint(0, 2**31 - 1)).draw( + DeathShks = Uniform(seed=self.RNG.randint(0, 2 ** 31 - 1)).draw( N=self.AgentCount ) which_agents = DeathShks < DiePrb @@ -2072,7 +2072,8 @@ def check_conditions(self, verbose=None): "T_retire": 0, # Period of retirement (0 --> no retirement) "vFuncBool": False, # Whether to calculate the value function during solution "CubicBool": False, # Use cubic spline interpolation when True, linear interpolation when False - "neutral_measure": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True. + "neutral_measure": False, + # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True. "NewbornTransShk": False, # Whether Newborns have transitory shock. The default is False. } ) @@ -2211,7 +2212,7 @@ def get_shocks(self): """ NewbornTransShk = ( self.NewbornTransShk - ) # Whether Newborns have transitory shock. The default is False. + ) # Whether Newborns have transitory shock. The default is False. PermShkNow = np.zeros(self.AgentCount) # Initialize shock arrays TranShkNow = np.zeros(self.AgentCount) @@ -2864,7 +2865,6 @@ class MixtureTranIncShk(DiscreteDistribution): """ def __init__(self, sigma, UnempPrb, IncUnemp, n_approx, seed=0): - dstn_approx = MeanOneLogNormal(sigma).approx( n_approx if sigma > 0.0 else 1, tail_N=0 ) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 95e5e5553..06f24bdd2 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -33,6 +33,7 @@ ConstantFunction, ) + # IndShockRiskyAssetConsumerType @@ -128,7 +129,7 @@ def update_RiskyDstn(self): self.RiskyDstn = IndexDistribution( Lognormal.from_mean_std, {"mean": self.RiskyAvg, "std": self.RiskyStd}, - seed=self.RNG.randint(0, 2**31 - 1), + seed=self.RNG.randint(0, 2 ** 31 - 1), ).approx(self.RiskyCount) self.add_to_time_vary("RiskyDstn") @@ -303,7 +304,7 @@ def get_Risky(self): RiskyStd = self.RiskyStd self.shocks["Risky"] = Lognormal.from_mean_std( - RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2**31 - 1) + RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(1) def get_Adjust(self): @@ -321,7 +322,7 @@ def get_Adjust(self): None """ self.shocks["Adjust"] = IndexDistribution( - Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2**31 - 1) + Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2 ** 31 - 1) ).draw(self.t_cycle) def initialize_sim(self): @@ -456,39 +457,39 @@ def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): # Absolute Patience Factor for the model with risk free return is defined at # https://econ-ark.github.io/BufferStockTheory/BufferStockTheory3.html#APFacDefn - # overwrite APFac - # The corresponding Absolute Patience Factor when the return factor is risky is defined - # implicitly in #TODO add link + # The corresponding Absolute Patience Factor when the + # return factor is risky is defined implicitly in + # https://www.econ2.jhu.edu/people/ccarroll/public/LectureNotes/Consumption/CRRA-RateRisk/ - def APFac_func(shock): # link to notes - return ((shock * self.DiscFacEff) ** (1.0 / self.CRRA)) / shock + def abs_pat_fac(shock): + return shock ** (1.0 - self.CRRA) - self.APFac = calc_expectation(self.RiskyDstn, APFac_func) + self.AbsPatFac = ( + self.DiscFacEff * calc_expectation(self.RiskyDstn, abs_pat_fac) + ) ** (1.0 / self.CRRA) - self.MPCminNow = 1.0 / (1.0 + self.APFac / solution_next.MPCmin) + self.MPCminNow = 1.0 / (1.0 + self.AbsPatFac / solution_next.MPCmin) # overwrite human wealth function - def h_nrm_func(shocks): # link to notes + def h_nrm_now(shocks): # link to notes return ( self.PermGroFac / shocks[2] * (shocks[0] * shocks[1] + solution_next.hNrm) ) - self.hNrmNow = calc_expectation(self.ShockDstn, h_nrm_func) + self.hNrmNow = calc_expectation(self.ShockDstn, h_nrm_now) self.MPCmaxNow = 1.0 / ( 1.0 + (self.WorstIncPrb ** (1.0 / self.CRRA)) - * self.APFac + * self.AbsPatFac / solution_next.MPCmax ) - # let upper extrapolation be linear for now - - self.cFuncLimitIntercept = None - self.cFuncLimitSlope = None + self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow + self.cFuncLimitSlope = self.MPCminNow def def_BoroCnst(self, BoroCnstArt): """ @@ -553,8 +554,7 @@ def prepare_to_calc_EndOfPrdvP(self): # if zero is BoroCnstNat, do not evaluate at 0.0 aNrmNow = self.aXtraGrid bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), - aNrmNow * self.RiskyDstn.X.max(), + aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), ) wNrmNext = np.append( bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), @@ -771,6 +771,62 @@ class ConsPortfolioRiskyAssetIndShkSolver(ConsRiskyAssetIndShkSolver): ShareGrid: np.array ShareLimit: float + def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): + """ + Unpacks some of the inputs (and calculates simple objects based on them), + storing the results in self for use by other methods. These include: + income shocks and probabilities, next period's marginal value function + (etc), the probability of getting the worst income shock next period, + the patience factor, human wealth, and the bounding MPCs. + + Parameters + ---------- + solution_next : ConsumerSolution + The solution to next period's one period problem. + IncShkDstn : distribution.DiscreteDistribution + A DiscreteDistribution with a pmf + and two point value arrays in X, order: + permanent shocks, transitory shocks. + LivPrb : float + Survival probability; likelihood of being alive at the beginning of + the succeeding period. + DiscFac : float + Intertemporal discount factor for future utility. + + Returns + ------- + None + """ + + super().set_and_update_values(solution_next, IncShkDstn, LivPrb, DiscFac) + + # Absolute Patience Factor for the model with risk free return is defined at + # https://econ-ark.github.io/BufferStockTheory/BufferStockTheory3.html#APFacDefn + + # The corresponding Absolute Patience Factor when the + # return factor is risky is defined implicitly in + # https://www.econ2.jhu.edu/people/ccarroll/public/LectureNotes/Consumption/CRRA-RateRisk/ + + def abs_pat_fac(shock): + r_port = self.Rfree + (shock - self.Rfree) * self.ShareLimit + return r_port ** (1.0 - self.CRRA) + + self.AbsPatFac = ( + self.DiscFacEff * calc_expectation(self.RiskyDstn, abs_pat_fac) + ) ** (1.0 / self.CRRA) + + self.MPCminNow = 1.0 / (1.0 + self.AbsPatFac / solution_next.MPCmin) + + self.MPCmaxNow = 1.0 / ( + 1.0 + + (self.WorstIncPrb ** (1.0 / self.CRRA)) + * self.AbsPatFac + / solution_next.MPCmax + ) + + self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow + self.cFuncLimitSlope = self.MPCminNow + def prepare_to_calc_EndOfPrdvP(self): """ Prepare to calculate end-of-period marginal value by creating an array @@ -1058,33 +1114,32 @@ def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): # overwrite APFac - def APFac_func(shock): - # link to lecture notes #TODO - r_port = self.r_port(shock) - return ((r_port * self.DiscFacEff) ** (1.0 / self.CRRA)) / r_port + def abs_pat_fac(shock): + return self.r_port(shock) ** (1.0 - self.CRRA) - self.APFac = calc_expectation(self.RiskyDstn, APFac_func) + self.AbsPatFac = ( + self.DiscFacEff * calc_expectation(self.RiskyDstn, abs_pat_fac) + ) ** (1.0 / self.CRRA) - self.MPCminNow = 1.0 / (1.0 + self.APFac / solution_next.MPCmin) + self.MPCminNow = 1.0 / (1.0 + self.AbsPatFac / solution_next.MPCmin) # overwrite human wealth - def h_nrm_func(shock): - # link to lecture notes #TODO + def h_nrm_now(shock): r_port = self.r_port(shock) return self.PermGroFac / r_port * (self.Ex_IncNext + solution_next.hNrm) - self.hNrmNow = calc_expectation(self.RiskyDstn, h_nrm_func) + self.hNrmNow = calc_expectation(self.RiskyDstn, h_nrm_now) self.MPCmaxNow = 1.0 / ( 1.0 + (self.WorstIncPrb ** (1.0 / self.CRRA)) - * self.APFac + * self.AbsPatFac / solution_next.MPCmax ) - self.cFuncLimitIntercept = None - self.cFuncLimitSlope = None + self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow + self.cFuncLimitSlope = self.MPCminNow def def_BoroCnst(self, BoroCnstArt): """ @@ -1289,7 +1344,6 @@ class RiskyAssetShkLognormWithDisaster(RiskyAssetShkLognorm): """ def __init__(self, mu, sigma, DisasterPrb, DisasterShk, n_approx, seed=0): - super().__init__( mu, sigma, n_approx, pmf=dstn_approx.pmf, X=dstn_approx.X, seed=seed ) From af0800e43522303bee0bb1d6de7fb0374e0c8069 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 19 Apr 2022 21:41:55 -0400 Subject: [PATCH 47/52] finalize risky asset consumer type --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 180 ++++++------------ .../example_ConsRiskyAssetModel.ipynb | 54 +++--- .../example_ConsRiskyAssetModel.py | 6 +- 3 files changed, 87 insertions(+), 153 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 06f24bdd2..c2c54af20 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -22,7 +22,6 @@ IndexDistribution, Lognormal, Bernoulli, - add_discrete_outcome_constant_mean, calc_expectation, combine_indep_dstns, ) @@ -34,9 +33,6 @@ ) -# IndShockRiskyAssetConsumerType - - class IndShockRiskyAssetConsumerType(IndShockConsumerType): """ A consumer type that has access to a risky asset for his savings. The @@ -65,9 +61,9 @@ def __init__(self, verbose=False, quiet=False, **kwds): # These method must be overwritten by classes that inherit from # RiskyAssetConsumerType if self.PortfolioBool: - solver = ConsPortfolioRiskyAssetIndShkSolver # optimize over shares + solver = ConsPortfolioIndShkRiskyAssetSolver # optimize over shares else: - solver = ConsRiskyAssetIndShkSolver # risky share of 1 + solver = ConsIndShkRiskyAssetSolver # risky share of 1 self.solve_one_period = make_one_period_oo_solver(solver) @@ -365,9 +361,7 @@ def get_shocks(self): RiskyAssetConsumerType = IndShockRiskyAssetConsumerType -class RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType( - IndShockRiskyAssetConsumerType -): +class FixedPortfolioShareRiskyAssetConsumerType(IndShockRiskyAssetConsumerType): time_vary_ = IndShockRiskyAssetConsumerType.time_vary_ + ["RiskyShareFixed"] def __init__(self, verbose=False, quiet=False, **kwds): @@ -381,7 +375,7 @@ def __init__(self, verbose=False, quiet=False, **kwds): ) self.solve_one_period = make_one_period_oo_solver( - ConsFixedPortfolioRiskyAssetIndShkSolver + ConsFixedPortfolioIndShkRiskyAssetSolver ) @@ -390,7 +384,7 @@ def __init__(self, verbose=False, quiet=False, **kwds): @dataclass -class ConsRiskyAssetIndShkSolver(ConsIndShockSolver): +class ConsIndShkRiskyAssetSolver(ConsIndShockSolver): """ Solver for an agent that can save in an asset that has a risky return. """ @@ -472,7 +466,7 @@ def abs_pat_fac(shock): # overwrite human wealth function - def h_nrm_now(shocks): # link to notes + def h_nrm_now(shocks): return ( self.PermGroFac / shocks[2] @@ -488,8 +482,12 @@ def h_nrm_now(shocks): # link to notes / solution_next.MPCmax ) - self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow - self.cFuncLimitSlope = self.MPCminNow + # The above attempts to pin down the limiting consumption function for this model + # however it is not clear why it creates bugs, so for now we allow for a + # linear extrapolation beyond the last asset point + + self.cFuncLimitIntercept = None + self.cFuncLimitSlope = None def def_BoroCnst(self, BoroCnstArt): """ @@ -553,22 +551,31 @@ def prepare_to_calc_EndOfPrdvP(self): if self.zero_bound: # if zero is BoroCnstNat, do not evaluate at 0.0 aNrmNow = self.aXtraGrid - bNrmNext = np.append( - aNrmNow[0] * self.RiskyDstn.X.min(), aNrmNow * self.RiskyDstn.X.max(), - ) - wNrmNext = np.append( - bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), - bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()), - ) + + if self.IndepDstnBool: + bNrmNext = np.append( + aNrmNow[0] * self.RiskyDstn.X.min(), + aNrmNow * self.RiskyDstn.X.max(), + ) + wNrmNext = np.append( + bNrmNext[0] / (self.PermGroFac * self.PermShkDstn.X.max()), + bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()), + ) else: # add zero to aNrmNow aNrmNow = np.append(self.BoroCnstArt, self.aXtraGrid) - bNrmNext = aNrmNow * self.RiskyDstn.X.max() - wNrmNext = bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()) + + if self.IndepDstnBool: + bNrmNext = aNrmNow * self.RiskyDstn.X.max() + wNrmNext = bNrmNext / (self.PermGroFac * self.PermShkDstn.X.min()) self.aNrmNow = aNrmNow - self.bNrmNext = bNrmNext - self.wNrmNext = wNrmNext + + if self.IndepDstnBool: + # these grids are only used if the distributions of income and + # risky asset are independent + self.bNrmNext = bNrmNext + self.wNrmNext = wNrmNext return self.aNrmNow @@ -650,6 +657,7 @@ def calc_EndOfPrdvP(self): """ if self.IndepDstnBool: + # if distributions are independent we can use iterated expectations preIncShkvPfunc = self.calc_preIncShkvPfunc(self.vPfuncNext) @@ -748,7 +756,7 @@ def make_EndOfPrdvFunc(self, EndOfPrdvP): preIncShkvFunc = self.calc_preIncShkvFunc(self.vFuncNext) - EndOfPrdv = self.calc_preRiskyShkvFunc(preIncShkvFunc) + self.EndOfPrdv = self.calc_preRiskyShkvFunc(preIncShkvFunc) else: @@ -761,13 +769,13 @@ def v_next(shocks, a_nrm): * self.vFuncNext(mNrm_next) ) - self.EndOfPrdvFunc, EndOfPrdv = self.calc_ExpValueFunc( + self.EndOfPrdvFunc, self.EndOfPrdv = self.calc_ExpValueFunc( self.ShockDstn, v_next, self.aNrmNow ) @dataclass -class ConsPortfolioRiskyAssetIndShkSolver(ConsRiskyAssetIndShkSolver): +class ConsPortfolioIndShkRiskyAssetSolver(ConsIndShkRiskyAssetSolver): ShareGrid: np.array ShareLimit: float @@ -824,8 +832,12 @@ def abs_pat_fac(shock): / solution_next.MPCmax ) - self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow - self.cFuncLimitSlope = self.MPCminNow + # The above attempts to pin down the limiting consumption function for this model + # however it is not clear why it creates bugs, so for now we allow for a + # linear extrapolation beyond the last asset point + + self.cFuncLimitIntercept = None + self.cFuncLimitSlope = None def prepare_to_calc_EndOfPrdvP(self): """ @@ -846,7 +858,9 @@ def prepare_to_calc_EndOfPrdvP(self): super().prepare_to_calc_EndOfPrdvP() - self.aMat, self.sMat = np.meshgrid(self.aNrmNow, self.ShareGrid, indexing="ij") + self.aNrmMat, self.shareMat = np.meshgrid( + self.aNrmNow, self.ShareGrid, indexing="ij" + ) return self.aNrmNow @@ -902,15 +916,18 @@ def endOfPrddvds(risky_shk, a_nrm, share): b_nrm = a_nrm * r_port return a_nrm * r_diff * preIncShkvPfunc(b_nrm) + # optimize share by discrete interpolation if True: EndOfPrddvds = calc_expectation( - self.RiskyDstn, endOfPrddvds, self.aMat, self.sMat + self.RiskyDstn, endOfPrddvds, self.aNrmMat, self.shareMat ) EndOfPrddvds = EndOfPrddvds[:, :, 0] self.risky_share_optimal = self.optimize_share(EndOfPrddvds) + # this hidden option was used to find optimal share via root finding + # but it is much slower and not particularly more accurate else: def obj(share, a_nrm): @@ -987,7 +1004,7 @@ def endOfPrddvds(shocks, a_nrm, share): return r_diff * a_nrm * p_shk ** (-self.CRRA) * self.vPfuncNext(m_nrm) EndOfPrddvds = calc_expectation( - self.RiskyDstn, endOfPrddvds, self.aMat, self.sMat + self.RiskyDstn, endOfPrddvds, self.aNrmMat, self.shareMat ) EndOfPrddvds = EndOfPrddvds[:, :, 0] @@ -1058,7 +1075,7 @@ def solve(self): @dataclass -class ConsFixedPortfolioRiskyAssetIndShkSolver(ConsIndShockSolver): +class ConsFixedPortfolioIndShkRiskyAssetSolver(ConsIndShockSolver): solution_next: ConsumerSolution IncShkDstn: DiscreteDistribution TranShkDstn: DiscreteDistribution @@ -1138,8 +1155,12 @@ def h_nrm_now(shock): / solution_next.MPCmax ) - self.cFuncLimitIntercept = self.MPCminNow * self.hNrmNow - self.cFuncLimitSlope = self.MPCminNow + # The above attempts to pin down the limiting consumption function for this model + # however it is not clear why it creates bugs, so for now we allow for a + # linear extrapolation beyond the last asset point + + self.cFuncLimitIntercept = None + self.cFuncLimitSlope = None def def_BoroCnst(self, BoroCnstArt): """ @@ -1269,90 +1290,3 @@ def v_next(shocks, a_nrm): init_risky_share_fixed = init_risky_asset.copy() init_risky_share_fixed["RiskyShareFixed"] = [0.0] - - -class RiskyAssetShkDiscrete(DiscreteDistribution): - pass - - -class RiskyAssetShkLognorm(RiskyAssetShkDiscrete): - """ - A one-period distribution of a multiplicative lognormal risky asset shock. - - Parameters - ---------- - mu : float - Mean of the lognormal distribution. - sigma : float - Standard deviation of the lognormal distribution. - n_approx : int - Number of points to use in the discrete approximation. - seed : int, optional - Random seed. The default is 0. - - Returns - ------- - RiskyShkDstn : DiscreteDistribution - Risky asset shock distribution. - - """ - - def __init__(self, mu, sigma, n_approx, seed=0): - # Construct an auxiliary discretized normal - logn_approx = Lognormal.from_mean_std(mean=mu, std=sigma).approx( - n_approx if sigma > 0.0 else 1, tail_N=0 - ) - - super().__init__(pmf=logn_approx.pmf, X=logn_approx.X, seed=seed) - - -class RiskyAssetShkWithDisaster(RiskyAssetShkDiscrete): - def __init__(self, pmf, X, DisasterPrb, DisasterShk, seed=0): - super().__init__(pmf, X, seed) - - if DisasterPrb > 0.0: - dstn_approx = add_discrete_outcome_constant_mean( - dstn_approx, p=DisasterPrb, x=DisasterShk - ) - - -class RiskyAssetShkLognormWithDisaster(RiskyAssetShkLognorm): - """ - A one-period distribution for risky return shocks that are a mixture - between a log-normal and a single-value disaster shock. - - Parameters - ---------- - mu : float - Mean of the lognormal distribution. - sigma : float - Standard deviation of the log-shock. - DisasterPrb : float - Probability of the "disaster" shock. - DisasterShk : float - Return shock in the "disaster" state. - n_approx : int - Number of points to use in the discrete approximation. - seed : int, optional - Random seed. The default is 0. - - Returns - ------- - RiskyShkDstn : DiscreteDistribution - Risky asset shock distribution. - - """ - - def __init__(self, mu, sigma, DisasterPrb, DisasterShk, n_approx, seed=0): - super().__init__( - mu, sigma, n_approx, pmf=dstn_approx.pmf, X=dstn_approx.X, seed=seed - ) - - if DisasterPrb > 0.0: - dstn_approx = add_discrete_outcome_constant_mean( - dstn_approx, p=DisasterPrb, x=DisasterShk - ) - - -class JointLognormalPermShkAndRiskyShk(DiscreteDistribution): - pass diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 27ff98614..11b391f57 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -24,7 +24,7 @@ ")\n", "from HARK.ConsumptionSaving.ConsRiskyAssetModel import (\n", " RiskyAssetConsumerType,\n", - " RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType,\n", + " FixedPortfolioShareRiskyAssetConsumerType,\n", ")\n", "from HARK.utilities import plot_funcs_der, plot_funcs\n" ] @@ -90,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 1.3670 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 1.3176 seconds.\n" ] } ], @@ -123,7 +123,7 @@ }, { "data": { - "image/png": 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Gmk928/27F3H55JygI4nIMBbJsswioNLd9wOY2dPAcqB/uTuQYX3bONKBJqAnylnj1o4jzXxy5UZCDk/97mLmluiDUxG5MJH8m78YONTvdk34vv6+DcwEjgDbgS+6eygqCePc9ppmbnloPSOTk/jhpy9XsYtIVERS7gNtqvazbn8A2AqMBxYA3zazzLc8kdl9ZrbJzDY1NDScY9T488bRVj6xcgNZo1N45rNLmJKfHnQkEYkTkZR7DVDa73YJfTP0/u4GnvM+lcABYMbZT+TuD7l7hbtX5OUl9iXfDjV1cMf3NjAiOYknPnWZjukVkaiKpNxfAaaa2UQzGwncAqw6a0w18H4AMysApgP7oxk0ntS3nuKO723gVHeIxz+1iPLctKAjiUicGfQDVXfvMbP7gZ8DycBKd99hZp8JP74C+CrwqJltp28Z5wF3PzaEuYet9s4e7n7kFRpaO3ni3suYUfiW1SsRkQsW0ZeY3H01sPqs+1b0+/UR4HeiGy3+9PSG+MJTr7KrtoXvffJSFpaNDTqSiMQpfUP1InF3vvI/O3hhdz1f+/Ac3jsjP+hIIhLH9PXHi+Th/zvAE+ur+fR7JnHH4glBxxGROKdyvwie317L36zexXVzC3ng2rdsIhIRiTqV+xDbcaSZP/zhaywozeafP75Al8QTkYtC5T6EGts6ue+xzWSNTuGhO99Fakpy0JFEJEHoA9Uh0tUT4rNPbqGhrZNnPn05+ZmpQUcSkQSimfsQ+euf7GDjgSb+/qPzmF+aHXQcEUkwKvch8OSGg6d3xnz4krPPWBMRGXoq9yjbfPA4X1m1g6um5/En2hkjIgFRuUfRsbZOPv/kFoqyRvOvN19CsnbGiEhA9IFqlPT0hvjCD17leEcXz31uCVljUoKOJCIJTOUeJf/4i72s29/IP940n9njdcENEQmWlmWi4Gev17HixX3cdlkZH3tXSdBxRERU7hequrGDP37mNeaXZPHlD84KOo6ICKByvyBdPSHuf2oLZvCd2xcyaoS+gSoisUFr7hfg73+2m201zay4YyElY8cEHUdE5DTN3M/TC7uP8vDLB7hz8QSunVMUdBwRkd+icj8Pdc2n+KMfvsbMoky+dP3MoOOIiLyFyv0c9YacLz79Kp09Ib592yU66VFEYpLW3M/Rv/36DTYcaOKfbprP5Lz0oOOIiAxIM/dzsG5fI9964Q1uXFjMR7WfXURimMo9Qo1tnXzx6Vcpz0njq8vnBB1HROQdRVTuZnatme0xs0oze/BtxlxlZlvNbIeZvRjdmMEKhZw/euY1Tpzs5lu3XULaKK1miUhsG7SlzCwZ+A5wDVADvGJmq9x9Z78x2cC/A9e6e7WZ5Q9R3kB87+UD/O+eBv56+WydGyMiw0IkM/dFQKW773f3LuBpYPlZY24DnnP3agB3r49uzOC8dugE3/jZbj4wu4A7F08IOo6ISEQiKfdi4FC/2zXh+/qbBow1s/81s81m9omBnsjM7jOzTWa2qaGh4fwSX0QdXT38wX9uJS9jFH//0fmY6Xx2ERkeIin3gRrNz7o9AngXcD3wAeAvzGzaW36T+0PuXuHuFXl5eecc9mL7+upd7D/Wzj/dNF/ns4vIsBLJJ4M1QGm/2yXAkQHGHHP3dqDdzF4C5gN7o5IyAL/ZXc8T66u594qJLJmSG3QcEZFzEsnM/RVgqplNNLORwC3AqrPG/DfwbjMbYWZjgMuAXdGNevE0tnXyx89uY0ZhBv/vA9ODjiMics4Gnbm7e4+Z3Q/8HEgGVrr7DjP7TPjxFe6+y8x+BmwDQsDD7v76UAYfKu7Onz63nZaT3Tz+qUU6XkBEhqWINmy7+2pg9Vn3rTjr9j8A/xC9aMF4ZnMNv9h5lD+7bgYzizKDjiMicl70DdV+qhs7+KtVO1g8aRz3XjEp6DgiIudN5R7WG3L+8IdbSUoy/unjC0hK0rZHERm+9D36sBUv7mPTweN88+YFFGePDjqOiMgF0cwd2F7TzL/8ci83zCti+YLxQccREblgKnfgK/+zg5z0kXztw3P0LVQRiQsJX+5bD51g88HjfPo9k8keMzLoOCIiUZHw5f7ImgOkjxrBTRW6+IaIxI+ELvejLaf46bZabqooISNVZ8eISPxI6HJ/Yv1Bet25a0l50FFERKIqYcv9VHcvT26o5v0zCpiQkxZ0HBGRqErYcl+19QhN7V3cs7Q86CgiIlGXkOXu7qxcc4DpBRlcPjkn6DgiIlGXkOW+bn8ju+taueeKcu1rF5G4lJDl/siaKsaOSWH5grOvFigiEh8SrtyrGzv41a6j3HZZmc5qF5G4lXDl/ujaKpLNuHNxedBRRESGTEKVe1tnD89sOsR1c4sozEoNOo6IyJBJqHJ/dtMhWjt7uOeKiUFHEREZUglT7qGQ8+jaKi4py2ZBaXbQcUREhlTClPtv9tRT1djB3Us1axeR+Jcw5b5yzQEKM1NZNqcw6CgiIkMuIcp9T10rayobufPyCaQkJ8QfWUQSXERNZ2bXmtkeM6s0swffYdylZtZrZh+LXsQL9+jaA4wakcRti8qCjiIiclEMWu5mlgx8B1gGzAJuNbNZbzPuG8DPox3yQjS1d/HclsPcuLCYsWm60pKIJIZIZu6LgEp33+/uXcDTwPIBxn0B+BFQH8V8F+ypjdV09oS4a4k+SBWRxBFJuRcDh/rdrgnfd5qZFQMfAVa80xOZ2X1mtsnMNjU0NJxr1nPW3Rvi8XUHWTolh+mFGUP+eiIisSKSch/o2EQ/6/Y3gQfcvfednsjdH3L3CnevyMvLizDi+Xv+9TrqWk5xj7Y/ikiCGRHBmBqgtN/tEuDIWWMqgKfDx+fmAteZWY+7/zgaIc/XI2sOUJ4zhvdOzw8yhojIRRfJzP0VYKqZTTSzkcAtwKr+A9x9oruXu3s58CzwuaCL/dXq47xafYJPLiknKUlntotIYhl05u7uPWZ2P327YJKBle6+w8w+E378HdfZg/LImioyRo3gporSwQeLiMSZSJZlcPfVwOqz7huw1N39rguPdWHqmk+xenstn7i8nPRREf0RRUTiSlx+XfOJ9QfpdeeuJeVBRxERCUTclfup7l6e3HCQq2cWUJYzJug4IiKBiLty/++thzne0c3dS8uDjiIiEpi4Knd355E1VcwozODySTlBxxERCUxclfu6fY3srmvlnqUTCe+5FxFJSHFV7ivXVDEubSQfWjA+6CgiIoGKm3I/2NjOr3cf5fbLykhNSQ46johIoOKm3B9dW0WyGXcsnhB0FBGRwMVFubee6uaZTTVcP6+IgszUoOOIiAQuLsr9mU01tHX26OLXIiJhw77ce0PO99dVsbAsmwWl2UHHERGJCcO+3H+zu56DjR2atYuI9DPsy33lmgMUZaVy7ZzCoKOIiMSMYV3uu+taWLuvkTsvn0BK8rD+o4iIRNWwbsRH11SRmpLErZeWBR1FRCSmDNtyb2rv4r9ePcxHLilhbNrIoOOIiMSUYVvuT22sprMnpNMfRUQGMCzLvbs3xGPrqnj31FymFWQEHUdEJOYMy3Jfvb2Woy2dmrWLiLyNYVnuj6ypYmJuGldNyw86iohITBp25b6l+jhbD53griXlJCXpzHYRkYEMu3J/ZE0VGaNG8NF3lQQdRUQkZkVU7mZ2rZntMbNKM3twgMdvN7Nt4R9rzWx+9KNCXfMpnt9ey8cvLSV91IiheAkRkbgwaLmbWTLwHWAZMAu41cxmnTXsAHClu88Dvgo8FO2gAI+vryLkzl1Lyofi6UVE4kYkM/dFQKW773f3LuBpYHn/Ae6+1t2Ph2+uB6K+ZnKqu5cfbKjm6pkFlI4bE+2nFxGJK5GUezFwqN/tmvB9b+dTwPMDPWBm95nZJjPb1NDQEHlK4MevHuZ4R7dOfxQRiUAk5T7QlhQfcKDZe+kr9wcGetzdH3L3CnevyMvLiziku/PImipmFmWyeNK4iH+fiEiiiqTca4DSfrdLgCNnDzKzecDDwHJ3b4xOvD5r9zWy52grdy8tx0zbH0VEBhNJub8CTDWziWY2ErgFWNV/gJmVAc8Bd7r73miHfGTNAXLSRvKh+eOj/dQiInFp0P2E7t5jZvcDPweSgZXuvsPMPhN+fAXwl0AO8O/hmXWPu1dEI2DVsXZ+vbueL7x3CqkpydF4ShGRuBfRZnF3Xw2sPuu+Ff1+fS9wb3Sj9Xl0bRUjkow7Fk8YiqcXEYlLMf0N1dZT3Ty7uYbr5xaRn5kadBwRkWEjpsv9h5tqaOvs4Z4rtP1RRORcxGy594ac76+t4l0TxjKvJDvoOCIiw0rMlvsLu+upburgHn1pSUTknMVsua98+QDjs1L5wOyCoKOIiAw7MVnuu2pbWLe/kTsvL2dEckxGFBGJaTHZnI+uqSI1JYlbF5UOPlhERN4i5sq9sa2T/9p6mBsXlpA9ZmTQcUREhqWYK/enNlbT1RPibp3ZLiJy3mKq3Lt6Qjy+/iDvnprL1IKMoOOIiAxbMVXuz79ey9GWTm1/FBG5QDFV7ivXVDEpN40rp0V+1ruIiLxVzJT7lurjvHboBHctLScpSWe2i4hciJgp95UvHyAjdQQfXRj1y6+KiCScmCj32uaTPP96HTdXlJI2KqJTiEVE5B3ERLk/vu4g7s4ntf1RRCQqAi/3k129/GBjNdfMKqB03Jig44iIxIXAy/3HWw9zoqNb2x9FRKIo0HJ3dx5Zc4BZRZksmjguyCgiInEl0HJfU9nI3qNt3L20nPCFtUVEJAoCLfdH1hwgN30kH5w/PsgYIiJxJ7By7+wJ8evd9dx22QRSU5KDiiEiEpciKnczu9bM9phZpZk9OMDjZmb/Fn58m5ktHOw5G9s6SUk27lhcdj65RUTkHQxa7maWDHwHWAbMAm41s1lnDVsGTA3/uA/47mDPe7yjmw/OG09+Ruo5hxYRkXcWycx9EVDp7vvdvQt4Glh+1pjlwGPeZz2QbWZF7/SkIXfu1vZHEZEhEUm5FwOH+t2uCd93rmMws/vMbJOZbRqdFGJuSda55hURkQhEUu4D7VH08xiDuz/k7hXuXjGlaGwk+URE5DxEUu41QP8rVZcAR85jjIiIXCSRlPsrwFQzm2hmI4FbgFVnjVkFfCK8a2Yx0OzutVHOKiIiERr0fF137zGz+4GfA8nASnffYWafCT++AlgNXAdUAh3A3UMXWUREBhPR4enuvpq+Au9/34p+v3bg89GNJiIi5yvwUyFFRCT6VO4iInFI5S4iEodU7iIiccj6PgsN4IXNWoE9gbx47MkFjgUdIkbovThD78UZei/OmO7uGYMNimi3zBDZ4+4VAb5+zDCzTXov+ui9OEPvxRl6L84ws02RjNOyjIhIHFK5i4jEoSDL/aEAXzvW6L04Q+/FGXovztB7cUZE70VgH6iKiMjQ0bKMiEgcUrmLiMShQMp9sAtuJwozW2lm9Wb2etBZgmZmpWb2GzPbZWY7zOyLQWcKipmlmtlGM3st/F78VdCZgmRmyWb2qpn9JOgsQTOzKjPbbmZbB9sSedHX3MMX3N4LXEPfRT5eAW51950XNUgMMLP3AG30XX92TtB5ghS+5m6Ru28xswxgM/DhBP17YUCau7eZWQrwMvDF8PWJE46Z/SFQAWS6+w1B5wmSmVUBFe4+6Be6gpi5R3LB7YTg7i8BTUHniAXuXuvuW8K/bgV2McB1eBNB+ELzbeGbKeEfCbnzwcxKgOuBh4POMtwEUe4RXUxbEpeZlQOXABsCjhKY8FLEVqAe+KW7J+p78U3gT4BQwDlihQO/MLPNZnbfOw0Motwjupi2JCYzSwd+BPy+u7cEnSco7t7r7gvoux7xIjNLuGU7M7sBqHf3zUFniSFL3X0hsAz4fHhpd0BBlLsupi0DCq8v/wh40t2fCzpPLHD3E8D/AtcGmyQQS4EPhdeZnwbeZ2ZPBBspWO5+JPxzPfBf9C1zDyiIco/kgtuSYMIfIn4P2OXu/xx0niCZWZ6ZZYd/PRq4GtgdaKgAuPufunuJu5fT1xMvuPsdAccKjJmlhTcbYGZpwO8Ab7vT7qKXu7v3AG9ecHsX8EN333Gxc8QCM3sKWAdMN7MaM/tU0JkCtBS4k77Z2dbwj+uCDhWQIuA3ZraNvsnQL9094bcBCgXAy2b2GrAR+Km7/+ztBuv4ARGROKRvqIqIxCGVu4hIHFK5i4jEIZW7iEgcUrmLiMQhlbuISBxSuYuIxKH/D/yY1wtR4BPZAAAAAElFTkSuQmCC", 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\n", 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", 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+O38qt146gaQ7z2zYy988+xYH204zuaYs7NJEJAQK94gwMyalgnzG+EoADrS2K9xFCpTCPYLqqoO58B/9/ipiFqxeXfj+6TywYFaYZYnIMFK4R9DsidV85baL06tZl6zfw5qdh0OuSkSGk8I9gmIx40/ePz193HLkFK+9fSTEikRkuCncC0BddSl7j7bzuSfWAME2Bl++7WIaxpSHXJmIDBXNkysAN80azyWTqtl/vJ09x9p5duM+Xmg+EHZZIjKE1HMvANdOH8u/3ncdAMmkc9FXn9VqVpGIU7gXmFjMGF9Vwormg6Qm0nDTrDrmTRkdbmEiklMK9wJ07fSxLFm/hy37j9OVdNbtOsLihb8XdlkikkMK9wL0yMev4JGPXwHAnz75Gza0HA21HhHJPYV7gZs0qpTlG9t55PktABTFjE9eO4UxFcUhVyYi50PhXuDmNo7mhy/t4O9+uTXdVlWa4NPzp4VYlYicL4V7gVtw6QS2ffM2ANydmV9bxl7NpBEZ8bKa525mC8ys2cy2mdmDGV7/pJltSP1ZZWZzMr2P5DczY0J1Ka/sOMyPVu3kR6t2smyjnu4kMhIN2nM3szjwKHAL0AKsMbMl7r65z2k7gOvd/YiZ3QosAq4ZioJlaF0yqZpnN+5j/e6j6bZXv3wz41ObkYnIyJDNsMzVwDZ33w5gZouBO4F0uLv7qj7nvwLU57JIGT7fvedKjp3qBODFrQe5f/HrtBw9pXAXGWGyCffJwO4+xy2cvVf+OeDZTC+Y2UJgIUBjY2OWJcpwiscsPVNmxvgqAH66+m3WpnaVvGbaWOY01IRVnohkKZtwtwxtnvFEsxsJwv26TK+7+yKCIRuampoyvofkjyljy6kpL+Jn61rSbXPqR6W3MhCR/JVNuLcADX2O64E9A08ys8uBHwC3uvu7uSlPwlRRkmDNVz5AR1cSgG/822aef3N/yFWJSDayCfc1wAwzmwa8A9wN3NP3BDNrBJ4C/tjdt+S8SglNUTxGUTyYVDVlXDmHT3Rw56O/xggewv2V2y9mbqP2pRHJN4OGu7t3mdl9wHIgDjzu7pvM7N7U648B/xMYC3zPgt2outy9aejKljB8cHYd63YeoTMZjKj9etshlm/ar3AXyUPmHs7Qd1NTk69duzaUz5bcuOnhFVQUJ/jDKycDMKaimDvmTMIs020aEckFM1uXTedZK1Tldza3YTQ/f62FN945lm6bPbGaGXVVIVYlIqCeu5yHZNJpbQ/mxG890MbHHnuZP5pXz0V1lQDMmzKaeVPGhFmiSOSo5y5DLhYzasqDOfGX14+itqqk37TJxjHlrHzgxrDKEyloCnfJiZJEnFUP3pSeNvnDl3bwyPNb+Pjfv4wZxMz481su4qqp6smLDAeFu+RM32mTfzBnEmt2HuZ0VxJ3eH33Eb6/4rd0XheEv5kxt7GG0qJ4mCWLRJbG3GVYfP4n61j6xr7+bTdcwAMLZoVUkcjIlO2Yu8JdhkVreydv7mlNH/+vpW+yeU8rZcVBz92Ar314Nh9raniPdxARULhLnlu36zDPbOjdK375xn10Jp2LJ1YDUFkS51t/eDmjyorCKlEkL2m2jOS1eVPG9JsmOae+hidW7aT1VCfdSWfllmOc6uimYUw5EPTsP9bUwKWTR4VUscjIop675B13555/WM1b+3qHcY63d3Hh+Eo+OLsuaDDjjjkTuXC8FkxJYVHPXUYsM+PJhdf2a3v0hW383+eaad5/HAB3eG7TPj50yYT0ObdfPpGLtDpWBFDPXUao763Yxv9Z1tyvbXptBddfVJs+njG+inuu0UNhJFp0Q1UKyj++souHlr2VfopMV7dzqrOb6y+qpWcfs+J4jL+84xIm1ZSFVqfI+VK4S0E71Haa//bkbzhxuguArqSzKTUVs+8MnLGVxXzrI5dRnAgWXxXFY1wyqVo7W0reUriLDPD0b97h9d1H08c73z3BiuaDZ5w3b8poLq/vnZUzfVwFn7p2igJf8oLCXSQL63YdprU96N3j8J1fbWXrgbb068d7XiMY1ulx1bTRfODiut7XEjHumDOJqlLNy5ehpXAXyYGu7iQ/ffVt9h5rT7e9tbeVFVsOkumfTlVJ7wS0okSMm2eNT8/VB0jEjVsurmNcZUm6LRYzLdaSrCncRYbQ8fZgsVWP1TsOs3r74X7nvLrzXTa+0zrwWzO6bPIo6qpL+7VNr63gsgGLtqrLinjfBWOJDRgiisc0ZFQoFO4iIXN3kgP+eW070MbLvz3Ur615fxvr+9wLgGAvnpYjp7L+rMsmj2JMRXG/trKiOFc01qR36uxRV13CBbWVZ7zHtHEV2qVzBNAiJpGQmRnxAR3qmROqmDkhu4VWuw+f5HRXd/rYHdbtOsKB46f7nbe/tZ2Ne1o5eqqzX/tru46wbFP/nTjPJh4zyjOE+/TaCqozDBtNHVuRcTipuixB/ejyM9pjZkyvrcj4W8aE6lIqShRHuaSrKZKn+o7V9ziX59N2dic52dHdry2ZdNa3HKW9s397a3sXzfuOn3Ef4WRHF1sPtNF2uqtfe3tnkle2v3vGbyaZflvJVqaRpZgZDWPKM/5AMGDy6DISGV4rScSprSrhvSY4TaguJTHgN5oeFcVxasqL0w+ZiaX+7j0O2qxfW3BcURJnVFlR+nyj//dbn3N72nv+O2MW/IDN1awshbtIRBXFY4wqOzPAbpg5fkg/952jp2hr7zqj/dipTvYeO3OoqTvp7Hr3JMkMQ8QnTnezv7X9jHaAU53v/drRk53p5/sO1LPALR+VF8cpLYoTMyMeg7gZsZgRj1n662wp3EUkpybn+QrgZNI5fvrMHz49Wk910na6i6Q77pBM/TYSHAdf97b3P6fne73P+Z76zKSD0/PbTc/3kf6h1p10jp7spKO7m+5k8D3d7um/u5PB9/0yy/9OhbuIFJTBpp7m+7TU738qu/MyDzqJiMiIpnAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEIUriLiESQwl1EJIJC2xXSzI4DzYOeWBjGAYcGPasw6Fr00rXopWvRa6a7D7rJUJgrVJuz2bayEJjZWl2LgK5FL12LXroWvcwsq73SNSwjIhJBCncRkQgKM9wXhfjZ+UbXopeuRS9di166Fr2yuhah3VAVEZGho2EZEZEIUriLiERQKOFuZgvMrNnMtpnZg2HUkA/M7HEzO2BmG8OuJWxm1mBmL5jZm2a2yczuD7umsJhZqZm9ambrU9fi62HXFCYzi5vZb8zsmbBrCZuZ7TSzN8zs9cGmRA77mLuZxYEtwC1AC7AG+IS7bx7WQvKAmb0faAN+7O6Xhl1PmMxsIjDR3V8zsypgHfCfCvT/FwZUuHubmRUBLwH3u/srIZcWCjP7ItAEVLv7h8OuJ0xmthNocvdBF3SF0XO/Gtjm7tvdvQNYDNwZQh2hc/eVwOGw68gH7r7X3V9LfX0ceBOYHG5V4fBAW+qwKPWnIGc+mFk9cDvwg7BrGWnCCPfJwO4+xy0U6D9iyczMpgJzgdUhlxKa1FDE68AB4Hl3L9Rr8W3gASAZch35woHnzGydmS0824lhhLtlaCvIXomcycwqgZ8Df+burWHXExZ373b3K4B64GozK7hhOzP7MHDA3deFXUseme/uVwK3Al9IDe1mFEa4twANfY7rgT0h1CF5JjW+/HPgJ+7+VNj15AN3PwqsABaEW0ko5gN3pMaZFwM3mdk/hVtSuNx9T+rvA8AvCIa5Mwoj3NcAM8xsmpkVA3cDS0KoQ/JI6ibiD4E33f2RsOsJk5nVmllN6usy4APAW6EWFQJ3/x/uXu/uUwly4lfu/qmQywqNmVWkJhtgZhXAB4H3nGk37OHu7l3AfcBygptm/+Lum4a7jnxgZk8CLwMzzazFzD4Xdk0hmg/8MUHv7PXUn9vCLiokE4EXzGwDQWfoeXcv+GmAQh3wkpmtB14F/t3dl73Xydp+QEQkgrRCVUQkghTuIiIRpHAXEYkghbuISAQp3EVEIkjhLiISQQp3EZEI+v8SXfzJJMQH7wAAAABJRU5ErkJggg==\n", 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" ] @@ -196,7 +196,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns took 0.7070 seconds.\n" + "Solving a consumer with risky returns took 0.6570 seconds.\n" ] } ], @@ -229,7 +229,7 @@ }, { "data": { - "image/png": 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", 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\n", 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", 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\n", 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", 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\n", 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" ] @@ -353,7 +353,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with risky returns and portfolio choice took 1.0260 seconds.\n" + "Solving a consumer with risky returns and portfolio choice took 1.0100 seconds.\n" ] } ], @@ -387,7 +387,7 @@ }, { "data": { - "image/png": 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", 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\n", 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", 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\n", 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", 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\n", 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" ] @@ -513,7 +513,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with portfolio choice took 4.5360 seconds.\n" + "Solving a consumer with portfolio choice took 4.4170 seconds.\n" ] } ], @@ -545,7 +545,7 @@ }, { "data": { - "image/png": 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", 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\n", 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", 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\n", 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", 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\n", 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", 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40cwCZpYJXAsciW3U5eXz+xm66f9Q4VrZ960/9TqOiMiyWLD0nXMTwH3A00wV+bedcw1mttvMdkfGHAF+ANQDLwFfc84dWr7Yy+PyN/8yBzPfxPbjD9J67oTXcUREYs6cm7l6fmXU1ta6uro6T557Ps0nj1DwyI3U597INZ/USdRFJL6Y2T7nXO1S75/Ue+TOpnztFg5U/xrX9P+IV174vtdxRERiSqU/i+13fY5zVkLo2U/p0Msisqqo9GeRnplN79u/SKVr4eDXf8frOCIiMaPSn8PW69/NS4Xv5drWb3HkpWe8jiMiEhMq/Xlsu/uvafMVkv3U/2Kgv8frOCIil0ylP4+s3BDdb/8SFeEWDv/9vXi1pZOISKyo9Bew5fp3sbf6I+zqe5q9TzzodRwRkUui0o9C7T1/xpGUbWzb/znOHKv3Oo6IyJKp9KPgD6RQcM83GLcAk9/8IP29XV5HEhFZEpV+lIor13PubV+hevIsx/7uQ4R1CGYRSUAq/UXYdsPt7Nv8Ka4aeoE9/+9/ex1HRGTRVPqLdM37P8O+4C1c3/Q1Xnz8q17HERFZFJX+IpnPxxW7H6EhbTtXvfxZXn72215HEhGJmkp/CVLTM1jzscc5HVjD5uc/xuEXtceuiCQGlf4SZeXmU/A//p0OXyGVT91D46EXvY4kIrIglf4lCBVXkPJrjzNKGvnf+SWOHfy515FEROal0r9EpTWbGP/Q9xkjjeLv/hKv7n/O60giInNS6cdA+fpt8OEnGbRsKr73fq3jF5G4pdKPkdKaTaT8xlP0+kKsefKD7H/mm15HEhG5iEo/hooq1pO5+2maU6rY/sJH+fmjf+F1JBGRC6j0Yyy/pJqK3/4RDZm7eNOrf8x/PvgxJsbHvY4lIgJEWfpmdouZHTWzRjO7f5bbbzazXjM7EPn5/dhHTRwZ2Xls++R/sLfgdq4//080/NUtdHe0eh1LRGTh0jczP/AAcCuwFbjLzLbOMvSnzrkdkZ8/jHHOhOMPpHDNfV+n7vLfZ8vIyww9cKM26RQRz0WzpL8LaHTOnXDOjQGPArcvb6xVwozaX/4kZ27/DilunMrH3sOex/4GFw57nUxEklQ0pV8BnJ12vSkybaY3mdlBM3vKzLbN9kBmdq+Z1ZlZXXt7+xLiJqYNV72FwEef52T6Fq6r/z32feG99HS2eR1LRJJQNKVvs0ybebLY/UCNc2478LfA47M9kHPuIedcrXOutqioaFFBE11+SRWbf+dHvLTu42wfeIHRv72O+p8+4XUsEUky0ZR+E1A17Xol0Dx9gHOuzzk3ELn8JJBiZoUxS7lK+AIBdt39eU7f8TjjvjSufPZD7PnS3fR2d3odTUSSRDSlvxfYaGZrzSwVuBO4YBHVzErNzCKXd0UeV002hw07bqLwky/yUukHuKbrCUa/VMu+H3wD52Z+gBIRia0FS985NwHcBzwNHAG+7ZxrMLPdZrY7MuyXgUNmdhD4G+BOpwabV3pWLrt2f5VTdzzBgD+Pq/fcx8t/+W6aTr7qdTQRWcXMq26ura11dXV1njx3vJkYG2Xfo3/Elcf/DsOxv/JDXHnn58jOyfM6mojEGTPb55yrXer9tUduHAikpnHt3Z+n/zf3cDjvJq4/9zCDX9jBi49/hUmdgF1EYkilH0eKK9dz1Sce4+ht/0p/IJ9rD3yaM3+8k30/+AbhSW3bLyKXTqUfhzbtegfrPv0SL+/6K1IY5+o999H4J7s48OPvaMcuEbkkKv045fP72Xnbb1L2mXrqtn+enHAPO577CEf+9AZefvZbWvIXkSVR6cc5fyCF2js+TuH9r7B362coGD/Pzp/ey6k/3sFL3/sqY6OjXkcUkQSirXcSzPjYCPVP/QOFB79KTfgsLRRxct0H2HzrR8kvKvM6nogss0vdekeln6BceJJXfvJtUvZ8mS1jhxhxKdQH30rum/8nm3beRGRfORFZZVT6wunDL9L2o6+wrf0pMm2Uo4HL6N7yq2x924fIzcv3Op6IxJBKX94w0NvF4R/8HaVH/4nqcBPDLpVDuTeRevUHufyG9+APBLyOKCKXSKUvF3HhMI37f0zPz7/O5s5nyGGIVgo4XvYuSm68h3VbrtbqH5EEpdKXeY2ODHLkx9/CV/8oW4f2ErAwp3xVNFfcQsmb7tQbgEiCUelL1Lpaz9D4k38h5/j32TR6CJ+5qTeA8ndScPV72XjlL+DzaytekXim0pcl6Tx/hhPPf5Osxu+zefQVfOZoJZ+ToRtJ3Xorm69/F5lZuV7HFJEZVPpyyXraznH859/Fd+xpLut/iSwbYdilcjTzKkbWvo3K2ndTsXazVgOJxAGVvsTU+Ogwr730NAOv/AdV7c9R7loBOGclNAV34dtwM2trb6OwpNzjpCLJSaUvy8aFwzQ11tP88tOknXmOdYMvk8sQAI3+dbQVXkfm5rewdudbyQtqfwCRlaDSlxUzOTHO8fqf0fXKD8lpfoGNIw2k2gSTzjgZWEt7aCeBNddTueMtlFWu8zquyKqk0hfPjAz1c3zfj+g/9gLZrXtZN3KYTJs6AFwzxZzL3c5k5S4KN99IzZarSUlJ9TixSOJT6UvcmBgf41TDi3QdeZ7AuRepHjhIIT0ADLtUTqWspyd0Ob7KWko2v4mqDZfj9/u9DS2SYFT6ErdcOEzLqVc5f+RnTJypI7ernpqxRjJsDIA+l8nptMvoL7iSlIrtFK6/msoNl5OSkuJxcpH4pdKXhDI5MU7Ta/vpOLqHcNM+8nsbqB4/SYpNnQt42KVyJlBDd84mwsVbyanZSeXmawgVFHmcXCQ+rEjpm9ktwJcAP/A159yfzTHuGmAP8H7n3Hfme0yVvrxufHSY5saDdB7fx0RzPVndr1Ixepwg/W+MaaaI8xkbGA5dRqB4C8GaK6jYeCXZ2dqBTJLLpZb+goddNDM/8ADwdqAJ2GtmTzjnDs8y7s+Bp5caRpJTSloGNduuo2bbdf810Tm6z5+m+eheBs8cIKXjMIUDxyg79xIpzZNwAMLOOGfFtKevYShvA76SzeRVXU75hh3khbQJqchsojnW7i6g0Tl3AsDMHgVuBw7PGPdx4N+Aa2KaUJKTGaGyNYTK1gC/8sbkibERmk4dofPkQUaaD5PSfYzQ4Am2nt9HausE1E+NO08hbalVDGbX4PLXk166iYKaLZTWbCItNc2TX0kkHkRT+hXA2WnXm4Brpw8wswrgDuAtzFP6ZnYvcC9AdXX1YrOKEEhNp/KynVRetvOC6eGJcVpOv0rHyXqGmxsIdL5GzuBp1nb9kJyuIWgEXoBx5+eMr4TOtGqGc2qwgg1klm+moHoTJRXr9CWyrHrRlP5sB1yZ+UXAXwO/65ybnO/4LM65h4CHYGqdfpQZRRbkC6RQtv4KytZfceENztHXdZ7Wk4fob3qViY5GUntOEBw+w+a2/WS0j8GrU0PHnJ+zvmK6UssZyqoknFdNSuE6cso2UFy9ifyCYh1/SBJeNKXfBFRNu14JNM8YUws8GvkPUQjcZmYTzrnHYxFSZMnMyC0oI7egDGrffsFNLjxJZ8tp2k83MNByjHDXSVL6zpIz3ERN17MEuwbg5H+N73VZtPlL6E2vYCynGkI1ZBSvJ1ixkdKqjWRkZq7wLyeyeNGU/l5go5mtBc4BdwIfmD7AObf29ctm9gjwfRW+xDvz+SmoWEdBxeyHjBju66bt7FF6m48x0nYC6zlF+kATJSMnKB7cQ1rr+BufEsLOaLMQXYFi+tPLGM8qh2AVaQU15JaspbByA8FQAebT+QrEWwuWvnNuwszuY2qrHD/wsHOuwcx2R25/cJkzingiIzc0tUXR9K2KIlx4kq7Ws3ScPcrA+eNMdJzA13+OjKEWyoZepbj/p1NfLE8z4DJo8xfTl1rCSFY54ZxKAvnVZBWvIVS2jqLyNfpOQZadds4SWQYuPElvezOdzSfobz3BWOcZ6D1L6mAzuSMt5E+2EWTggvtMOB/tVkB3SgmD6cWMZ5ZiuRWkhCrIKqwmWFpNQWkNqak6hlEyW/bt9EVk8cznJ1hSRbCkCnjzrGNGBntpbzpO7/mTjLSfZLKniUB/E5nDLVQMHKag76dTq5CmmXRGuwXp9hcykFbMWGYJLqccf14FmYVV5BRXU1i2hqycvBX4LSURqfRFPJKelUfVpquo2nTVrLe7cJi+7ja6Wk7T336aka6zhHua8Q20kD7cSv7IWfKHDpDbMXjRfftcFp3+QvpTixhJL2YisxjLKSUlWEZmfjm5hZXkl1aRmZWz3L+mxBmVvkicMp+P3IJScgtKmbFrzAVGBvvoaD5FX9tphjubmOhpwvpbSB06T9ZoG2U9Jwh19xCw8EX37XcZdPvy6UspYCStkImMYlx2Cf68MjJCZWQXVhIqriIvv0hfQq8SKn2RBJeelUvlxith45VzjglPTNDd1UpP21kGOpoY7Wlhovc8NnCelOF2MkY7KBs4TKjvZ2S2jV50/zEXoMuC9AYKGEotZCy9kHBGIZZdRCC3mPRgCdn5U5vG5hWU6JDZcUylL5IEfIEAoeIKQsUVC44d7Oumq3XqzWGou5nxnhbob8U/1Eb6SDvBkSZyhw4RdH347eINQSacjw7Lpc8XZCglyEhqARPpBZBVhC+nmJS8EjKCJeTklxMsKiMzO1c7va0glb6IXCArN0RWbmjeTw4Q+fTQ3UZfRzMDXecZ6T3PRF8bbqAN31AHqSOdpI93UzbQQF5fL9k2POvjDLk0enx5DPiDDAWCjKcFmUzLx2WE8GUVEsgpIC23iKxgEdmhUnILiklLy1iOXz0pqPRFZEl8gQChonJCReVRjR8ZGqC3o4X+zhYGe84z2tNKuL8NBtsJDHeQNtZF1kQX2aMnyQv3vXHqzdkMuAz6fLkM+nMZDgQZS81jIj0fl5GPL6uAlOxCUnMLyQyWkBMqnnqjSM+K1a+e0FT6IrIi0jOzSa/eSEn1xqjGj44M0tfZxkBPG4PdrYz1dzLe3054sBMb7iIw0k3qWA/pE70Ujp4ht7dvzk8TMHWCnn7LZtCXw7A/h9GUXCZS85hMy8OlB/FlBAlkhQhkF5CWk09mbgHZeYXkhIpIWUVHZlXpi0hcSkvPoqhiLUUVaxceHDE2OkJfZyv9PW0Mdbcx2t/OeH8H4cEObLgH32gvKWO9pE70kTfSTObQa+S6/nk/VQAMunT6LZshfzYj/hxGU/KYSMljMj0P0oNYZgh/VoiUzCBpWUHSc0Jk5ITIys0nKzsvrrZ8UumLyKqRmpZOYXkNheU1i7rf2OgI/T0dDPR0MNzXwWh/F+MDXUwMduOGu7GRyBvGeC/p432Ehs+QOThAjht445zPc5l0xqBlMmiZDPuyGPHnMBbIZiKQzWRqDuG0XCwtF19GHv7MPFIyg6RmhcjICZKRk09WbojMGL5xqPRFJOmlpqVTUFJJQUnlou87MjxIf3cHQ70dDA90MzbQw9hQD5NDvYRHemGkF99oH/6xfgITA6RODJAzep6M4UGy3CDZbmjWraCme/2NY8Au/XsJlb6IyCVIz8giPSMLFvnp4nUuHGZgsI/Bvi6G+7oZGehmdKCH8QveOPqw0T784/1MnRFo6VT6IiIeMp+P7Jwg2TnBqfMULuQTl7ZPQ/x8uyAiIstOpS8ikkRU+iIiSUSlLyKSRFT6IiJJRKUvIpJEVPoiIklEpS8ikkTMufl3/122JzbrB4568uSLUwh0eB0iCsoZW4mQMxEygnLG2ibn3JJPbuzlHrlHnXO1Hj5/VMysTjljRzljJxEygnLGmpnVXcr9tXpHRCSJqPRFRJKIl6X/kIfPvRjKGVvKGTuJkBGUM9YuKadnX+SKiMjK0+odEZEkotIXEUkinpS+md1iZkfNrNHM7vciw0xmVmVmPzazI2bWYGa/FZn+OTM7Z2YHIj+3xUHWU2b2SiRPXWRavpk9Y2bHIv+GPM64ado8O2BmfWb22/EwP83sYTNrM7ND06bNOf/M7NOR1+pRM3unxzn/0sxeNbN6M/uumQUj09eY2fC0+fqgxznn/DvH2fz81rSMp8zsQGS6J/Nznh6K3evTObeiP4AfOA6sA1KBg8DWlc4xS64y4KrI5RzgNWAr8DngU17nm5H1FFA4Y9pfAPdHLt8P/LnXOWf8zc8DNfEwP4GbgKuAQwvNv8hr4CCQBqyNvHb9HuZ8BxCIXP7zaTnXTB8XB/Nz1r9zvM3PGbd/Afh9L+fnPD0Us9enF0v6u4BG59wJ59wY8Chwuwc5LuCca3HO7Y9c7geOEN3Jy+LF7cDXI5e/DrzXuygXeStw3Dl32usgAM6554GuGZPnmn+3A48650adcyeZOkHpLq9yOud+6JybiFzdAyz+TN4xNsf8nEtczc/XmZkB/x345kpkmcs8PRSz16cXpV8BnJ12vYk4K1czWwPsBF6MTLov8nH6Ya9Xm0Q44Idmts/M7o1MK3HOtcDUCwco9izdxe7kwv9M8TY/Ye75F8+v118Hnpp2fa2ZvWxmz5nZjV6Fmma2v3O8zs8bgVbn3LFp0zydnzN6KGavTy9Kf7az+sbNdqNmlg38G/Dbzrk+4KvAemAH0MLUR0Cv/YJz7irgVuBjZnaT14HmYmapwHuAf41Misf5OZ+4fL2a2WeBCeCfI5NagGrn3E7gE8C/mFmuV/mY++8cl/MTuIsLF0w8nZ+z9NCcQ2eZNu/89KL0m4CqadcrgWYPclzEzFKYmtH/7Jx7DMA51+qcm3TOhYG/Z4U+is7HOdcc+bcN+C5TmVrNrAwg8m+bdwkvcCuw3znXCvE5PyPmmn9x93o1s3uAdwMfdJEVu5GP952Ry/uYWrd7mVcZ5/k7x+P8DADvA771+jQv5+dsPUQMX59elP5eYKOZrY0sBd4JPOFBjgtE1un9A3DEOffFadPLpg27Azg0874rycyyzCzn9ctMfbF3iKl5eE9k2D3A97xJeJELlqDibX5OM9f8ewK408zSzGwtsBF4yYN8wNSWb8DvAu9xzg1Nm15kZv7I5XVM5TzhTcp5/85xNT8j3ga86pxren2CV/Nzrh4ilq/Plf52OrJgchtT30ofBz7rRYZZMt3A1MeieuBA5Oc24BvAK5HpTwBlHudcx9S39QeBhtfnH1AAPAsci/ybHwfzNBPoBPKmTfN8fjL1JtQCjDO1pPSR+eYf8NnIa/UocKvHORuZWof7+mv0wcjYX4q8Hg4C+4Ff9DjnnH/neJqfkemPALtnjPVkfs7TQzF7feowDCIiSUR75IqIJBGVvohIElHpi4gkEZW+iEgSUemLiCQRlb6ISBJR6YuIJJH/DzcKLrtSf1i+AAAAAElFTkSuQmCC\n", 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" ] @@ -694,7 +694,7 @@ "metadata": {}, "outputs": [], "source": [ - "FixedShareExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(\n", + "FixedShareExample = FixedPortfolioShareRiskyAssetConsumerType(\n", " **init_portfolio\n", ")\n", "FixedShareExample.cycles = 0\n" @@ -710,7 +710,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with fixed portfolio share took 5.1680 seconds.\n" + "Solving a consumer with fixed portfolio share took 5.0140 seconds.\n" ] } ], @@ -749,7 +749,7 @@ }, { "data": { - "image/png": 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", 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\n", 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", 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\n", 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", 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\n", 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" ] @@ -858,7 +858,7 @@ "outputs": [], "source": [ "init_portfolio[\"RiskyShareFixed\"] = [1.0]\n", - "RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType(\n", + "RiskyFixedExample = FixedPortfolioShareRiskyAssetConsumerType(\n", " **init_portfolio\n", ")\n", "RiskyFixedExample.cycles = 0\n" @@ -874,7 +874,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with share fixed at 1.0 took 4.3160 seconds.\n" + "Solving a consumer with share fixed at 1.0 took 4.1725 seconds.\n" ] } ], @@ -913,7 +913,7 @@ }, { "data": { - "image/png": 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", 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\n", 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", 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\n", 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cHCzYQ3bKQ8QULiaOatI6TKD7pJkkDox0OpqI47zZou8PHAD+boyJAdKAu6y1x06+kzFmKjAVIDw83IvhRL7rYGEO2YseInpfyn8Kvufk+0gaEOF0NJGAYay1dXugMS5gFTDaWrvaGPMMcMRae19tj3G5XDY1NbVuSUVOUly4lx2LZhG97x2aUE1a+/F0n3wf4dqClyBkjEmz1tb5EDFvtuhzgVxr7WrP9wuBaV48n8j3OrQ/j22LZhFdsJB4KklrN56uk+8jaVCU09FEAladi95au88Ys9cYM8RauxW4BNjku2gi/6/kQD5bF80mKv9tXFSwrt04uky6j8TBMU5HEwl43h518wvgVc8RNzuB27yPJPL/DhcVsGXRw//5JGtq2CV0ueI+EnSYpMhZ86rorbUbAH20UHzuyMFCNi96mMjcN0ignLS2F9H5ivtJHBbrdDSRBkefjJWAcqR4P5sWzSFy7+skUMa6thfS8fJ7SdCpCkTqTEUvAeFIyQE2vTOH4XtfI5kTpLW5gPYT78Wlk42JeE1FL44qLSli06JHGJbzKskcJ631WNpNvI/4yCSno4kEDRW9OKK05CBZix4lIqfmkn3rWo0hbMK9xEePdDqaSNBR0YtfHS89ROaixxi662WSOcb6lqNoM+E+4mJGOR1NJGip6MUvyo6Xkr5oLkN2vEgSpaxvmUzr8ffqmqwifqCil3pVUXaCDYufov+Wv5JECenN4ym49D5iXRc5HU2k0VDRS72oqihnw7vz6J35HIkcJKtpFPsu/isxIyc4HU2k0VHRi09VV1Wy4V/z6bbhGVy2kC1NhrLv/KeIHjMZExLidDyRRklFLz7hrq4m/aO/0yn1SeLdeewIHcD6UQ8x4qLrVPAiDlPRi1es203Gp68RtupxYqt3sysknNSkZ4kbfzMhoSp4kUCgopc6sW43G79YRMuv5hBTtYMc04O18Y8RN/F2+jXRaiUSSPQbKeds84p3CVk+m6jKzeSbLqyOfoi4yT8lvGkzp6OJyGmo6OWsbV27jKpPHmJ4eTr76ciqiHuJvepOejRv6XQ0ETkDFb18r50ZKzj2wQNEnVhLEe1ZOfj3xF79a5JbtnY6moicBRW91Cp3ezoHlt5PbOlySmjD1/1+Scw1v2Nk23ZORxORc6Cil+/Yn5vNnnfuJ7b4fTrQlK97/Zjh193LqPadnI4mInWgopf/KDmQz9aFDxK7byHtgbVdrmXgDx5gVNfeTkcTES+o6IVjR4rZuPBhIvf8ExflpHaYQO8pDzKy7xCno4mID6joG7HysmNseGcuQ7bPJ4lS0tqMpdPkP5I0NM7paCLiQyr6RqiqsoL1784jPONZkjhIRvM49l32B+LjLnA6mojUAxV9I2Ld1az/6GW6rHmcBJvP1iZD2H/BM0SPnex0NBGpRyr6RuCb0xW0+vJh4qqz2RUSzrqR84gdd5NOOCbSCKjog9zWtctwL/sDURUbyTddWDNiDvGTpup8NCKNiH7bg1TO1vUcWjKDmONfU0R7Vg2dRuzVv9LpCkQaIRV9kCnK382uhfcSd/A9OtCCr/v+jJgfTCdZn2YVabRU9EHi6OFist56kOjc14ihmjVdfsDg6/7IqC49nI4mIg7zuuiNMaFAKpBnrZ3kfSQ5FxXlZWxYNJfBW/9MEqWsDbuY7lNmM3JAhNPRRCRA+GKL/i5gMxDmg+eSs2Td1az/YAHdUh8n0RaS2WwE+yfOIiF2rNPRRCTAeFX0xphewBXAbOA3Pkkk3yvrq6U0X/4gcVU7yA7pR/r5C4i+4GodKikip+XtFv3TwN1A29ruYIyZCkwFCA8P93K4xm3XxlUcfW8mUWWp7KNzzaGSk39CaGio09FEJIDVueiNMZOA/dbaNGPMhbXdz1o7H5gP4HK5bF3Ha8z25Wwj9517iSv5mFLTipUDfk3sD35PN134Q0TOgjdb9KOBK40xlwMtgDBjzCvW2pt9E01KSw6y6c0HGJH/Bh2A1T1+SMR1DzCyYxeno4lIA1LnorfWTgemA3i26H+nkveNqopy1qU8zaDNz5FgS0ltN57eP5jNyPBBTkcTkQZIx9EHEOt2k/n5W7Rf8RCJ7lw2NovmwMSHSdSRNCLiBZ8UvbV2ObDcF8/VWO3cuIrj704junw9OaYHaaOeJ27cjTqSRkS8pi16hxXl72bXW9OJP/QBR0xrVg6+h/hrf0t48+ZORxORIKGid8iJo0dIf+shove8TAxVrO52AxH/9Ue90SoiPqei9zN3dTVp7z5Pnw1PkkwxaW3Op+s1jzBywHCno4lIkFLR+9GWVR/QdNlMEqqz2dZkMEWX/pX4pPFOxxKRIKei94PCnG3kvX03caWfs4/OpMY/RtzldxCiT7SKiB+o6OtR2fFSNrz+ICNyXqIdsLL3HcTc+ACu1jr/m4j4j4q+Hli3m/Uf/p0eax4mmSJS215Ej+seY2SfwU5HE5FGSEXvY9kZKyh/727iKjayI7Q/Gy95DteoiU7HEpFGTEXvI8X789jxxj24Dr7HYdOG1cPvx3X1XYTqItwi4jC1kJcqK8pIe/sxIrb/mVhbzpqu1zPshodJ6tjZ6WgiIoCK3itZX71L28+mkezOJaOFi7Apj5M8NM7pWCIi36Kir4OivF3seeM3xJd+Rp7pyvrRf2bEJTfovDQiEpBU9OegqqKctLcfJXLbPCKpZmXvOxhx44P0bN3G6WgiIrVS0Z+lzSvfp+Wye0hy57ChZSKdrntapy0QkQZBRf89ivblsPv13+A6vIwCzmPdqHnEjrtJu2lEpMFQ0deiqrKCtIWPE7HlWaKpZGWv24i56Y9016daRaSBUdGfxo71X2Deu4uk6p1ktIyn/bVPMXJQjNOxRETqREV/kmNHDrHxlbtJKHybItOBtKSnibvsVu2mEZEGTUXvkb7sVbqtuI8EW8yazlcz7EdPEN++k9OxRES81uiL/kDeLnJfu5PYY1+xK6QP2ya+QHLCJU7HEhHxmUZb9O6qKta+8wTDNz3NMKpY2f9O4m+4n2a6VquIBJlGWfR7Nq2lbNGdJFVtIbNFLB2un6dj4kUkaDWqoq+qKCfttfuJ3fUCx0wr1sbOwTX5p3qzVUSCWqMp+p0bV+FO+V+SqrNJbXsR/W6ZR0KXnk7HEhGpd0Ff9BXlZax75V7icxZwxLQhLflPuCbc6nQsERG/Ceqi35H+FSFLf05y9W7Who1j4K3ziO/czelYIiJ+FZRFX1lRRto/puPa+xIlJox1o58n4dIfOh1LRMQRdS56Y0xv4B9AN8ANzLfWPuOrYHW1Z8t6Kt++neTqbNa2H8/gW54jrlNXp2OJiDjGmy36KuC31tp1xpi2QJoxZpm1dpOPsp0T63az5q1Hidk8lxOmBetGPkvCZbc4EUVEJKDUueittQVAged2qTFmM9AT8HvRF+XvJv8ft5NUlkp6ywR63vI34nr08XcMEZGA5JN99MaYvkAssPo0P5sKTAUIDw/3xXDfsv7Dl+i3aiaDbAWrI2aQeN3vdVy8iMhJvC56Y0wb4B3gV9baI6f+3Fo7H5gP4HK5rLfjfaPs+FEyXvwpicXvsj10EM2uf5GkISN89fQiIkHDq6I3xjSlpuRftdYu8k2k77dn6wbcb95ConsPK7vfguu2J2jaTOeoERE5HW+OujHA34DN1tonfRfpzFKXzCNi3YOUm+akX7iAkRde66+hRUQaJG+26EcDPwIyjTEbPMtmWGvf9zrVaRw/episF39CQskHZDWP4rxbXyGmZ9/6GEpEJKh4c9TNV4DxYZZa5WVvpOLVm4ivzmFl79tJuPURmjRt5o+hRUQavID/ZGzG8oX0Xf5L3BiyLl7AyAuucTqSiEiDErBFb91uVv/zfhJ3Psfu0D40v/lNovoPdTqWiEiDE5BFX3a8lKznbyb56HJSwy4i4icv06pNO6djiYg0SAFX9MWFuRx44RpiK7excsAvSb75QX0ASkTECwFV9Hu3bSDk9esJdx9iw6jnGHnZzU5HEhFp8AKm6LemfkLX927FTQg5k98kznWx05FERIJCQBR91op/0e/j2ygO6Yj50SKG9I9wOpKISNBwvOgzl7/DoM9/wr7QbrS541901lknRUR8ytF3ObNW/Ishn08lr0kv2v70I5W8iEg9cGyLflfWasKX3U5+aHc6/ewj2nfWVaBEROqDI1v0pSUHab7wZk7Qkha3LVbJi4jUI0eKfsvLv6CLu4jiK16kW++BTkQQEWk0/F70uTsyiSt+n7Vd/4uhCZf4e3gRkUbH70W/99P5uAlh4DUz/D20iEij5Pei7164nK0tojivm++vHysiIt/l16KvqiinrzuHo731qVcREX/xa9FXlh8HIGxgsj+HFRFp1Pxa9O6KEwD0HBzrz2FFRBo1/+6jrypjPx1p17GLX4cVEWnM/Fr0oe5yCpvrNAciIv7k16JvYqs40bK7P4cUEWn0/LtFTzXVrbXbRkTEn/xa9AaLadPNn0OKiDR6fv/AVLP2KnoREX/ye9G36tjT30OKiDRqfi/6tuf19veQIiKNmt+LvlM3Fb2IiD95VfTGmAnGmK3GmB3GmGnfd/9qQmjRqo03Q4qIyDmqc9EbY0KBecBEIAK40RgTcabHVBvHr0UuItLoeLNFnwjssNbutNZWAG8AV53pAdXOXaJWRKTR8qboewJ7T/o+17PsW4wxU40xqcaY1DKaezGciIjUhTdFb06zzH5ngbXzrbUua62rQ/e+XgwnIiJ14U3R5wInH0LTC8j3Lo6IiPiaN0W/FhhkjOlnjGkG3AAs9U0sERHxlTq/O2qtrTLG3Al8BIQCC6y1WT5LJiIiPuHVYTDW2veB932URURE6oHfPxkrIiL+paIXEQlyKnoRkSCnohcRCXLG2u98xqn+BjOmFNjqtwHrrjNQ5HSIs6CcvtMQMoJy+lpDyTnEWtu2rg/298lntlprXX4e85wZY1KV03caQs6GkBGU09caUk5vHq9dNyIiQU5FLyIS5Pxd9PP9PF5dKadvNYScDSEjKKevNYqcfn0zVkRE/E+7bkREgpyKXkQkyPml6M/1IuL+YozpbYz53Biz2RiTZYy5y7P8D8aYPGPMBs+/ywMg625jTKYnT6pnWUdjzDJjzHbP1w4OZxxy0pxtMMYcMcb8KhDm0xizwBiz3xiz8aRltc6fMWa6Z33daoy5zOGcjxtjthhjMowxKcaY9p7lfY0xJ06a1784nLPW19mJ+awl45sn5dttjNngWe7kXNbWQ75bP6219fqPmlMYZwP9gWZAOhBR3+OeZbbuQJzndltgGzUXOv8D8Dun852SdTfQ+ZRljwHTPLenAY86nfOU130f0CcQ5hM4H4gDNn7f/HnWgXSgOdDPs/6GOphzPNDEc/vRk3L2Pfl+ATCfp32dnZrP02U85edzgfsDYC5r6yGfrZ/+2KI/54uI+4u1tsBau85zuxTYzGmuexvArgJe9tx+GZjiXJTvuATIttbucToIgLX2C6D4lMW1zd9VwBvW2nJr7S5gBzXrsSM5rbUfW2urPN+uouZqbo6qZT5r48h8nimjMcYA1wOv13eO73OGHvLZ+umPoj+ri4g7zRjTF4gFVnsW3en5U3mB07tEPCzwsTEmzRgz1bOsq7W2AGpWFqCLY+m+6wa+/UsUaPMJtc9fIK+zPwY+OOn7fsaY9caYfxtjxjoV6iSne50DcT7HAoXW2u0nLXN8Lk/pIZ+tn/4o+rO6iLiTjDFtgHeAX1lrjwB/BgYAI4ACav7Ec9poa20cMBH4uTHmfKcD1cbUXFrySuBtz6JAnM8zCch11hgzE6gCXvUsKgDCrbWxwG+A14wxYU7lo/bXORDn80a+vSHi+Fyepodqvetplp1xPv1R9AF9EXFjTFNqJvdVa+0iAGttobW22lrrBl7AT3+2n4m1Nt/zdT+QQk2mQmNMdwDP1/3OJfyWicA6a20hBOZ8etQ2fwG3zhpjbgUmAT+0nh21nj/dD3pup1Gzr3awUxnP8DoH1HwaY5oA1wBvfrPM6bk8XQ/hw/XTH0UfsBcR9+yn+xuw2Vr75EnLu590t6uBjac+1p+MMa2NMW2/uU3Nm3MbqZnHWz13uxVY4kzC7/jW1lKgzedJapu/pcANxpjmxph+wCBgjQP5gJqj1oB7gCuttcdPWn6eMSbUc7s/NTl3OpPyjK9zQM0nMA7YYq3N/WaBk3NZWw/hy/XTT+8qX07NO8nZwEwn3tmuJdcYav7kyQA2eP5dDvwTyPQsXwp0dzhnf2reZU8Hsr6ZQ6AT8Cmw3fO1YwDMaSvgINDupGWOzyc1//EUAJXUbBHdfqb5A2Z61tetwESHc+6gZp/sN+voXzz3vdazPqQD64DJDues9XV2Yj5Pl9Gz/CXgp6fc18m5rK2HfLZ+6hQIIiJBTp+MFREJcip6EZEgp6IXEQlyKnoRkSCnohcRCXIqehGRIKeiFxEJcv8HptqqX/Xq99QAAAAASUVORK5CYII=", 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\n", 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" ] diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py index 530f86dd6..3c7f2fcee 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.py @@ -11,7 +11,7 @@ ) from HARK.ConsumptionSaving.ConsRiskyAssetModel import ( RiskyAssetConsumerType, - RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType, + FixedPortfolioShareRiskyAssetConsumerType, ) from HARK.utilities import plot_funcs_der, plot_funcs @@ -214,7 +214,7 @@ # ## Risky Return Given Fixed Portfolio Share # %% -FixedShareExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType( +FixedShareExample = FixedPortfolioShareRiskyAssetConsumerType( **init_portfolio ) FixedShareExample.cycles = 0 @@ -261,7 +261,7 @@ # %% init_portfolio["RiskyShareFixed"] = [1.0] -RiskyFixedExample = RiskyReturnGivenFixedPortfolioShareRiskyAssetConsumerType( +RiskyFixedExample = FixedPortfolioShareRiskyAssetConsumerType( **init_portfolio ) RiskyFixedExample.cycles = 0 From 0fdf88723dd66184f44d819eb9d357381526a4af Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Tue, 26 Apr 2022 17:59:57 -0400 Subject: [PATCH 48/52] add doc to PortfolioBool --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index c2c54af20..035d2defb 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -52,6 +52,8 @@ def __init__(self, verbose=False, quiet=False, **kwds): params.update(kwds) kwds = params + # Boolean determines whether agent will use portfolio + # optimization or only has access to risky asset if not hasattr(self, "PortfolioBool"): self.PortfolioBool = False From f103063540a34a9913aee00e260a202243843e32 Mon Sep 17 00:00:00 2001 From: Alan Lujan Date: Wed, 29 Jun 2022 09:46:46 -0500 Subject: [PATCH 49/52] fix calc_expectations bug --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 035d2defb..55682d2c8 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -127,7 +127,7 @@ def update_RiskyDstn(self): self.RiskyDstn = IndexDistribution( Lognormal.from_mean_std, {"mean": self.RiskyAvg, "std": self.RiskyStd}, - seed=self.RNG.randint(0, 2 ** 31 - 1), + seed=self.RNG.randint(0, 2**31 - 1), ).approx(self.RiskyCount) self.add_to_time_vary("RiskyDstn") @@ -302,7 +302,7 @@ def get_Risky(self): RiskyStd = self.RiskyStd self.shocks["Risky"] = Lognormal.from_mean_std( - RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2 ** 31 - 1) + RiskyAvg, RiskyStd, seed=self.RNG.randint(0, 2**31 - 1) ).draw(1) def get_Adjust(self): @@ -320,7 +320,7 @@ def get_Adjust(self): None """ self.shocks["Adjust"] = IndexDistribution( - Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2 ** 31 - 1) + Bernoulli, {"p": self.AdjustPrb}, seed=self.RNG.randint(0, 2**31 - 1) ).draw(self.t_cycle) def initialize_sim(self): @@ -924,7 +924,6 @@ def endOfPrddvds(risky_shk, a_nrm, share): EndOfPrddvds = calc_expectation( self.RiskyDstn, endOfPrddvds, self.aNrmMat, self.shareMat ) - EndOfPrddvds = EndOfPrddvds[:, :, 0] self.risky_share_optimal = self.optimize_share(EndOfPrddvds) @@ -1008,7 +1007,6 @@ def endOfPrddvds(shocks, a_nrm, share): EndOfPrddvds = calc_expectation( self.RiskyDstn, endOfPrddvds, self.aNrmMat, self.shareMat ) - EndOfPrddvds = EndOfPrddvds[:, :, 0] self.risky_share_optimal = self.optimize_share(EndOfPrddvds) From 0f8767560826254425ca5e041e7bbdc0f750038b Mon Sep 17 00:00:00 2001 From: Alan Lujan Date: Wed, 29 Jun 2022 09:50:31 -0500 Subject: [PATCH 50/52] update changelog --- Documentation/CHANGELOG.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Documentation/CHANGELOG.md b/Documentation/CHANGELOG.md index 5877b90ed..460fd5d44 100644 --- a/Documentation/CHANGELOG.md +++ b/Documentation/CHANGELOG.md @@ -21,7 +21,7 @@ Release Date: TBD * General control transitions based on decision rules in `FrameAgentType`. [#1117](https://github.com/econ-ark/HARK/pull/1117) * Adds `distr_of_function` tool to calculate the distribution of a function of a discrete random variable. [#1144](https://github.com/econ-ark/HARK/pull/1144) * Changes the `DiscreteDistribution` class to allow for arbitrary array-valued random variables. [#1146](https://github.com/econ-ark/HARK/pull/1146) - +* Adds `IndShockRiskyAssetConsumerType` as agent which can invest savings all in safe asset, all in risky asset, a fixed share in risky asset, or optimize its portfolio. [#1107](https://github.com/econ-ark/HARK/issues/1107) ### Minor Changes From 10bf9460b78de6afe1552913273fcfa5324ff988 Mon Sep 17 00:00:00 2001 From: Alan Lujan Date: Thu, 30 Jun 2022 16:38:27 -0500 Subject: [PATCH 51/52] add PortfolioBisect option to be implemented later --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index 55682d2c8..f016b671a 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -57,6 +57,9 @@ def __init__(self, verbose=False, quiet=False, **kwds): if not hasattr(self, "PortfolioBool"): self.PortfolioBool = False + if not hasattr(self, "PortfolioBisect"): + self.PortfolioBisect = False + # Initialize a basic consumer type IndShockConsumerType.__init__(self, verbose=verbose, quiet=quiet, **kwds) @@ -780,6 +783,14 @@ def v_next(shocks, a_nrm): class ConsPortfolioIndShkRiskyAssetSolver(ConsIndShkRiskyAssetSolver): ShareGrid: np.array ShareLimit: float + PortfolioBisect: bool + + def __post_init__(self): + + if self.PortfolioBisect: + raise NotImplementedError( + "RiskyAssetConsumerType does not implement optimization by bisection yet!" + ) def set_and_update_values(self, solution_next, IncShkDstn, LivPrb, DiscFac): """ From 23b703db2d56533ea7206636238fb7cd6adc3266 Mon Sep 17 00:00:00 2001 From: Alan Lujan Date: Thu, 30 Jun 2022 17:10:22 -0500 Subject: [PATCH 52/52] fix bugs --- HARK/ConsumptionSaving/ConsRiskyAssetModel.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py index f016b671a..c2f9168d7 100644 --- a/HARK/ConsumptionSaving/ConsRiskyAssetModel.py +++ b/HARK/ConsumptionSaving/ConsRiskyAssetModel.py @@ -44,6 +44,7 @@ class IndShockRiskyAssetConsumerType(IndShockConsumerType): The meaning of "adjusting his portfolio" depends on the particular model. """ + time_inv_ = IndShockConsumerType.time_inv_ + ["PortfolioBisect"] time_vary_ = IndShockConsumerType.time_vary_ + ["Rfree"] shock_vars_ = IndShockConsumerType.shock_vars_ + ["Adjust", "Risky"] @@ -787,6 +788,8 @@ class ConsPortfolioIndShkRiskyAssetSolver(ConsIndShkRiskyAssetSolver): def __post_init__(self): + super().__post_init__() + if self.PortfolioBisect: raise NotImplementedError( "RiskyAssetConsumerType does not implement optimization by bisection yet!"