{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 3IO-PCEX (IOPC)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Model 30IO-PCEX was introduced by Marco Veronese Passarella as a simple pedagogical model and intermediate step towards an environmentally extended stock-flow consistent (SFC) input-output (IO) model (see the [source repository](https://github.com/marcoverpas/keynote_speech_Florence/blob/main/README.md#21---model-pc)). This implementation by Karl Naumann-Woleske extends the model to use the expectation version of model PC." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Module Contents\n", "\n", "As with all `MacroStat` models, IOPC is divided into Variables, Parameters (fixed constants), Scenarios, and the Behavior (model initialization and steps). The module-level documentation, such as all variables/parameters/scenarios and their notation or the behavioral equations associated with each function of `BehaviorIOPC.py` can be seen in:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{eval-rst}\n", ".. toctree::\n", " :maxdepth: 2\n", "\n", " Variables \n", " Parameters \n", " Equations \n", " Scenarios \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the full model API please check the [API Reference](../../api_reference)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The remainder of this page gives an introduction to the model, notes on how it is implemented in `MacroStat` and then shows some of the model dynamics using the default parameters. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transaction Flow Matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{csv-table} Accounting Transaction Matrix for Model 3IO-PCEX\n", ":file: transaction_matrix.csv\n", ":header-rows: 2\n", ":stub-columns: 1\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Balance Sheet Matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{csv-table} Balance Sheet for Model 3IO-PCEX\n", ":file: balance_sheet.csv\n", ":header-rows: 2\n", ":stub-columns: 1\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Dynamics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preparatory Steps" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import importlib\n", "import logging\n", "import sys\n", "\n", "# Import the necessary libraries for plotting\n", "from matplotlib import pyplot as plt\n", "from matplotlib.ticker import PercentFormatter\n", "\n", "# Import the MacroStat get_model function\n", "from macrostat.models import get_model\n", "from macrostat.causality import DocstringCausalityAnalyzer\n", "\n", "# Custom matplotlib style for the documentation\n", "plt.style.use(\"../../macrostat.mplstyle\")\n", "# We show the logging output in the notebook\n", "importlib.reload(logging)\n", "logging.basicConfig(stream=sys.stdout, level=logging.INFO)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running the Simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we can run the model without any shocks to see the convergence to the steady state." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "IOPCClass = get_model(\"IOPC\")\n", "model = IOPCClass()\n", "model.simulate()\n", "output = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can also check that the variables are healthy, which means that the redundant equations hold and that all the assets and liabilities are positive. For model PC, the redundant equation is that the household money stock equals the central bank money stock. \n", "\n", ":::{Note}\n", "In numerical implementations, due to floating point precision it is unlikely that the redundant equation will hold exactly. Therefore, we check that the absolute percentage error is less than a given tolerance, in this case 1e-5. We use the absolute percentage error to appropriately scale the error for different magnitudes of the variables.\n", ":::" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.variables.check_health(tolerance=1e-5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convergence to the Steady State" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output.loc[:50]\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['RealConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "axs[2,0].plot(dfo.index, dfo['HouseholdMoneyStock'] / dfo['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_xlim(0,40)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(dfo.index, dfo['HouseholdBillStock'] / dfo['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_xlim(0,40)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Household Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output.loc[:50]\n", "\n", "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(7, 8))\n", "\n", "# National Income and Consumption\n", "for s in dfo[\"RealGrossOutput\"].columns:\n", " axs[0].plot(dfo.index, dfo['RealGrossOutput'][s], label=f\"Sector {s}\")\n", "axs[0].set_title('Real Gross Output')\n", "\n", "for s in dfo[\"RealFinalDemand\"].columns:\n", " axs[1].plot(dfo.index, dfo['RealFinalDemand'][s], label=f\"Sector {s}\")\n", "axs[1].set_title('Real Final Demand')\n", "\n", "for s in dfo[\"Prices\"].columns:\n", " axs[2].plot(dfo.index, dfo['Prices'][s], label=f\"Sector {s}\")\n", "axs[2].plot(dfo.index, dfo[\"ConsumerPriceIndex\"], linestyle=\"--\", label=f\"Consumer price index $p_c(t)$\")\n", "axs[2].plot(dfo.index, dfo[\"GovernmentPriceIndex\"], linestyle=\"--\", label=f\"Government price index $p_g(t)$\")\n", "axs[2].set_title('Prices')\n", "\n", "for ax in axs:\n", " ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), frameon=False)\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Production Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Perturbation 1: An increase of 100 points in the rate of interest on bills ($r$)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following the convergence to the steady state, we can study the effects of an increase in the rate on bills by 100bps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`MacroStat` is set up to easily handle these scenarios. Much like in prior models, we simply define a new scenario `IncreaseInterestRate` and set the new rate to be 100 points higher $r=0.025+0.01$" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "model.parameters[\"scenario_trigger\"] = 60\n", "model.scenarios.add_scenario(\n", " name=\"IncreaseInterestRate\",\n", " timeseries={\"InterestRate\":0.025 + 0.01}\n", ")\n", "model.simulate(scenario=\"IncreaseInterestRate\")\n", "output_rate_increase = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see how the model reacts to the shock." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output_rate_increase.loc[55:]\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['RealConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "axs[2,0].plot(output.index, output['HouseholdMoneyStock'] / output['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_xlim(0,40)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(output.index, output['HouseholdBillStock'] / output['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_xlim(0,40)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Household Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output_rate_increase.loc[55:]\n", "\n", "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(7, 8))\n", "\n", "# National Income and Consumption\n", "for s in dfo[\"RealGrossOutput\"].columns:\n", " axs[0].plot(dfo.index, dfo['RealGrossOutput'][s], label=f\"Sector {s}\")\n", "axs[0].set_title('Real Gross Output')\n", "\n", "for s in dfo[\"RealFinalDemand\"].columns:\n", " axs[1].plot(dfo.index, dfo['RealFinalDemand'][s], label=f\"Sector {s}\")\n", "axs[1].set_title('Real Final Demand')\n", "\n", "for s in dfo[\"Prices\"].columns:\n", " axs[2].plot(dfo.index, dfo['Prices'][s], label=f\"Sector {s}\")\n", "axs[2].plot(dfo.index, dfo[\"ConsumerPriceIndex\"], linestyle=\"--\", label=f\"Consumer price index $p_c(t)$\")\n", "axs[2].plot(dfo.index, dfo[\"GovernmentPriceIndex\"], linestyle=\"--\", label=f\"Government price index $p_g(t)$\")\n", "axs[2].set_title('Prices')\n", "\n", "for ax in axs:\n", " ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), frameon=False)\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Production Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perturbation 2: An increate in government spending" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "model.parameters[\"scenario_trigger\"] = 60\n", "model.scenarios.add_scenario(\n", " name=\"GovSpending\",\n", " timeseries={\"GovernmentDemand\":25}\n", ")\n", "model.simulate(scenario=\"GovSpending\")\n", "output= model.variables.to_pandas()\n", "dfo = output.loc[55:]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['RealConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "axs[2,0].plot(dfo.index, dfo['HouseholdMoneyStock'] / dfo['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(dfo.index, dfo['HouseholdBillStock'] / dfo['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Household Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(7, 8))\n", "\n", "# National Income and Consumption\n", "for s in dfo[\"RealGrossOutput\"].columns:\n", " axs[0].plot(dfo.index, dfo['RealGrossOutput'][s], label=f\"Sector {s}\")\n", "axs[0].set_title('Real Gross Output')\n", "\n", "for s in dfo[\"RealFinalDemand\"].columns:\n", " axs[1].plot(dfo.index, dfo['RealFinalDemand'][s], label=f\"Sector {s}\")\n", "axs[1].set_title('Real Final Demand')\n", "\n", "for s in dfo[\"Prices\"].columns:\n", " axs[2].plot(dfo.index, dfo['Prices'][s], label=f\"Sector {s}\")\n", "axs[2].plot(dfo.index, dfo[\"ConsumerPriceIndex\"], linestyle=\"--\", label=f\"Consumer price index $p_c(t)$\")\n", "axs[2].plot(dfo.index, dfo[\"GovernmentPriceIndex\"], linestyle=\"--\", label=f\"Government price index $p_g(t)$\")\n", "axs[2].set_title('Prices')\n", "\n", "for ax in axs:\n", " ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), frameon=False)\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Production Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perturbation 3: An increase in the wage rate" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "model.parameters[\"scenario_trigger\"] = 60\n", "model.scenarios.add_scenario(\n", " name=\"WageRate\",\n", " timeseries={\"WageRate\":0.5}\n", ")\n", "model.simulate(scenario=\"WageRate\")\n", "output_wage_rate_increase = model.variables.to_pandas()\n", "dfo = output_wage_rate_increase.loc[55:]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['RealConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "axs[2,0].plot(dfo.index, dfo['HouseholdMoneyStock'] / dfo['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(dfo.index, dfo['HouseholdBillStock'] / dfo['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Household Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "jupyter": { "source_hidden": true }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=1, nrows=3, figsize=(7, 8))\n", "\n", "# National Income and Consumption\n", "for s in dfo[\"RealGrossOutput\"].columns:\n", " axs[0].plot(dfo.index, dfo['RealGrossOutput'][s], label=f\"Sector {s}\")\n", "axs[0].set_title('Real Gross Output')\n", "\n", "for s in dfo[\"RealFinalDemand\"].columns:\n", " axs[1].plot(dfo.index, dfo['RealFinalDemand'][s], label=f\"Sector {s}\")\n", "axs[1].set_title('Real Final Demand')\n", "\n", "for s in dfo[\"Prices\"].columns:\n", " axs[2].plot(dfo.index, dfo['Prices'][s], label=f\"Sector {s}\")\n", "axs[2].plot(dfo.index, dfo[\"ConsumerPriceIndex\"], linestyle=\"--\", label=f\"Consumer price index $p_c(t)$\")\n", "axs[2].plot(dfo.index, dfo[\"GovernmentPriceIndex\"], linestyle=\"--\", label=f\"Government price index $p_g(t)$\")\n", "axs[2].set_title('Prices')\n", "\n", "for ax in axs:\n", " ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), frameon=False)\n", "\n", "\n", "fig.suptitle('Model convergence to the steady state - Production Variables')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 4 }