From 71a52833354a79bae5016dfd91d2c3b7f35b8b1e Mon Sep 17 00:00:00 2001 From: AMonninger <66739352+AMonninger@users.noreply.github.com> Date: Fri, 13 Jan 2023 16:32:23 -0500 Subject: [PATCH] standard parameter --- examples/Journeys/Journey-Policymaker.ipynb | 110 +++++++++----------- 1 file changed, 52 insertions(+), 58 deletions(-) diff --git a/examples/Journeys/Journey-Policymaker.ipynb b/examples/Journeys/Journey-Policymaker.ipynb index a4a775564..c00625dd8 100644 --- a/examples/Journeys/Journey-Policymaker.ipynb +++ b/examples/Journeys/Journey-Policymaker.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "sized-cherry", + "id": "applied-immune", "metadata": {}, "source": [ "# Journey: HARK for Policymaker\n", @@ -19,7 +19,7 @@ }, { "cell_type": "markdown", - "id": "compliant-missouri", + "id": "worthy-hello", "metadata": {}, "source": [ "## 1. Introduction into HARK\n", @@ -42,7 +42,7 @@ }, { "cell_type": "markdown", - "id": "close-timeline", + "id": "classified-public", "metadata": {}, "source": [ "## 1.1 Structure\n", @@ -51,17 +51,17 @@ }, { "cell_type": "markdown", - "id": "wrapped-dancing", + "id": "matched-underground", "metadata": {}, "source": [ "To understand the microeconomic models in HARK, you need to have some concept of the Agent-type class structure. In HARK more advanced models are subclasses of the more primitive ones. The diagram, illustrates this structure: the deterministic class `PerfForesightConsumerType`, is then a parent for the class of the consumers with idiosyncratic income shocks `IndShockConsumerType`. Next there is a class with the idiosyncratic and aggregate income shocks `๐™ผ๐šŠ๐š›๐š”๐š˜๐šŸConsumerType`. However, it is not the end! There are subclass of the `AggShockConsumerType` which are designed to be integrated with the macroeconomic models, as well as there are many other subclasses.\n", "\n", - "![HARK structure](HARK_struct_2.png)" + "![HARK structure](HARK-struct-2.png)" ] }, { "cell_type": "markdown", - "id": "rational-refund", + "id": "light-rochester", "metadata": {}, "source": [ "## 1.2 Example: `IndShockConsumerType`\n", @@ -85,7 +85,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "happy-drive", + "id": "czech-california", "metadata": {}, "outputs": [], "source": [ @@ -97,7 +97,7 @@ }, { "cell_type": "markdown", - "id": "minus-gabriel", + "id": "widespread-advocate", "metadata": {}, "source": [ "### An infinite horizon Problem" @@ -106,7 +106,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "sized-harrison", + "id": "seasonal-marina", "metadata": {}, "outputs": [], "source": [ @@ -118,7 +118,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "processed-commerce", + "id": "burning-vulnerability", "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "special-identification", + "id": "advised-fountain", "metadata": {}, "outputs": [ { @@ -141,14 +141,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -160,14 +158,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -181,23 +177,25 @@ }, { "cell_type": "markdown", - "id": "taken-judges", + "id": "honest-death", "metadata": {}, "source": [ - "### A lifecycle Problem" + "### A lifecycle Problem\n", + "\n", + "Similarly, we can solve a lifecycle model. Just specify the time varying parameters for each period and solve." ] }, { "cell_type": "code", "execution_count": 5, - "id": "adjusted-sucking", + "id": "sharing-neighborhood", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "First element of solution is \n", + "First element of solution is \n", "Solution has 11 elements.\n" ] } @@ -207,10 +205,10 @@ "LifecycleExample.cycles = 1 # Make this consumer live a sequence of periods -- a lifetime -- exactly once\n", "LifecycleExample.T_cycle = 10 # Specify the number of periods (T_cycles + terminal period)\n", "# Adapt the time varying parameter. As you can see, you can specify different values for each period.\n", - "LifecycleExample.PermShkStd = [0.1,0.2,0.1,0.2,0.1,0.2,0.1,0,0,0] \n", - "LifecycleExample.TranShkStd = [0.3,0.2,0.1,0.3,0.2,0.1,0.3,0,0,0]\n", - "LifecycleExample.LivPrb = [0.99,0.9,0.8,0.7,0.6,0.5,0.4,0.3,0.2,0.1]\n", - "LifecycleExample.PermGroFac = [1.01,1.01,1.01,1.02,1.02,1.02,0.7,1.0,1.0,1.0]\n", + "LifecycleExample.PermShkStd = [0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1] \n", + "LifecycleExample.TranShkStd = [0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1] \n", + "LifecycleExample.LivPrb = [0.98,0.98,0.98,0.98,0.98,0.98,0.98,0.98,0.98,0.98]\n", + "LifecycleExample.PermGroFac = [1.01,1.01,1.01,1.01,1.01,1.01,1.01,1.01,1.01,1.01]\n", "LifecycleExample.update_income_process()\n", "LifecycleExample.solve()\n", "print('First element of solution is',LifecycleExample.solution[0])\n", @@ -220,7 +218,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "dated-washington", + "id": "social-allergy", "metadata": {}, "outputs": [ { @@ -232,14 +230,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -252,7 +248,7 @@ }, { "cell_type": "markdown", - "id": "positive-insulation", + "id": "fancy-numbers", "metadata": {}, "source": [ "### 2.3 Simulation\n", @@ -262,14 +258,14 @@ { "cell_type": "code", "execution_count": 7, - "id": "charitable-excuse", + "id": "union-birthday", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_4158/3482875258.py:4: RuntimeWarning: divide by zero encountered in log\n", + ":4: RuntimeWarning: divide by zero encountered in log\n", " IndShockExample_inf.aNrmInitMean = np.log(0.0) # Mean of log initial assets. The value of np.log(0.0) causes the code to ensure\n" ] }, @@ -365,19 +361,17 @@ { "cell_type": "code", "execution_count": 8, - "id": "amber-duration", + "id": "given-things", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -394,7 +388,7 @@ }, { "cell_type": "markdown", - "id": "joined-conversation", + "id": "contained-pastor", "metadata": {}, "source": [ "# 2. HARK meets SSJ\n", @@ -407,7 +401,7 @@ }, { "cell_type": "markdown", - "id": "taken-smooth", + "id": "entire-folder", "metadata": {}, "source": [ "Let's get into an introduction example [here](https://github.com/AMonninger/REMARK-ECB/blob/master/code/python/IndShockConsumerType_HANK.ipynb)." @@ -415,7 +409,7 @@ }, { "cell_type": "markdown", - "id": "literary-horizon", + "id": "signed-shepherd", "metadata": {}, "source": [ "## 3. Why use HARK?\n", @@ -428,7 +422,7 @@ }, { "cell_type": "markdown", - "id": "cutting-battlefield", + "id": "surprised-basement", "metadata": {}, "source": [ "### 3.1 Targeting liquid asset distribution\n", @@ -439,7 +433,7 @@ }, { "cell_type": "markdown", - "id": "attended-programmer", + "id": "presidential-surrey", "metadata": {}, "source": [ "For instance, Carroll, Slacalek, Tokuoka, and White (2017) show that by having small ex-ante hetoerogeneity in discount rates, you can match the Lorenz curve remarkably well. The results can be seen below. If you want to redo the analysis check out this [demonstration](https://github.com/econ-ark/DemARK/blob/master/notebooks/Micro-and-Macro-Implications-of-Very-Impatient-HHs.ipynb) or [replication](https://github.com/econ-ark/DistributionOfWealthMPC).\n", @@ -449,7 +443,7 @@ }, { "cell_type": "markdown", - "id": "fiscal-youth", + "id": "promotional-catch", "metadata": {}, "source": [ "A recent paper by [Carroll, Crawley, Frankovic, and Tretvoll](https://github.com/llorracc/HAFiscal) matches the intertemporal MPC in addition to the wealth distribution. For this, they add a 'splurge' factor; households spend each period a fixed fraction of their labor income.\n", @@ -461,7 +455,7 @@ }, { "cell_type": "markdown", - "id": "protecting-tractor", + "id": "institutional-poker", "metadata": {}, "source": [ "### 3.2 Other HARK agents\n", @@ -495,7 +489,7 @@ }, { "cell_type": "markdown", - "id": "dense-disaster", + "id": "alien-prompt", "metadata": {}, "source": [ "### 3.3 Build your own Agent\n", @@ -504,7 +498,7 @@ }, { "cell_type": "markdown", - "id": "increasing-testing", + "id": "cordless-creation", "metadata": {}, "source": [ "#### a) Understanding the code\n", @@ -514,7 +508,7 @@ }, { "cell_type": "markdown", - "id": "functional-wales", + "id": "elementary-isolation", "metadata": {}, "source": [ "#### b) Use our tools\n", @@ -529,7 +523,7 @@ }, { "cell_type": "markdown", - "id": "actual-washer", + "id": "composed-contest", "metadata": {}, "source": [ "# Conclusion\n", @@ -542,7 +536,7 @@ }, { "cell_type": "markdown", - "id": "satisfied-robinson", + "id": "miniature-consortium", "metadata": {}, "source": [ "# References\n", @@ -556,7 +550,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -570,7 +564,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.11" + "version": "3.8.8" }, "widgets": { "application/vnd.jupyter.widget-state+json": {