{ "cells": [ { "cell_type": "markdown", "id": "fb952d35", "metadata": {}, "source": [ "# Part 3 Analysis: Twin Deficits Hypothesis\n", "\n", "## Overview\n", "This notebook analyzes the relationship between:\n", "1. US government budget balance and current account balance (1960-2024)\n", "2. Private savings and investment patterns and their role in the twin deficits\n", "\n", "**Research Questions:**\n", "- Does the data support the twin deficits hypothesis?\n", "- How did the relationship change before and after the 1990s?\n", "- What role did private savings play in this evolution?" ] }, { "cell_type": "markdown", "id": "e199a955", "metadata": {}, "source": [ "## Setup and Data Loading" ] }, { "cell_type": "code", "execution_count": 1, "id": "ded03567", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Libraries loaded successfully!\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# Set plotting style\n", "plt.style.use('seaborn-v0_8-darkgrid')\n", "plt.rcParams['figure.figsize'] = (14, 8)\n", "plt.rcParams['font.size'] = 10\n", "\n", "print(\"Libraries loaded successfully!\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "579f7ce4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data files loaded!\n", "\n", "Datasets overview:\n", " Current Account: 96 observations\n", " Federal Deficit: 65 observations\n", " GDP: 64 observations\n", " Private Savings: 65 observations\n", " Investment: 65 observations\n" ] } ], "source": [ "# Load the data from CSV files\n", "ca_data = pd.read_csv('A124RC1A027NBEA.csv') # Current Account Balance\n", "deficit_data = pd.read_csv('FYFSD.csv') # Federal Surplus or Deficit\n", "gdp_data = pd.read_csv('FYGDP.csv') # GDP\n", "private_savings_data = pd.read_csv('W986RC1A027NBEA.csv') # Net Private Savings\n", "investment_data = pd.read_csv('GPDIA.csv') # Gross Private Domestic Investment\n", "\n", "print(\"Data files loaded!\")\n", "print(f\"\\nDatasets overview:\")\n", "print(f\" Current Account: {len(ca_data)} observations\")\n", "print(f\" Federal Deficit: {len(deficit_data)} observations\")\n", "print(f\" GDP: {len(gdp_data)} observations\")\n", "print(f\" Private Savings: {len(private_savings_data)} observations\")\n", "print(f\" Investment: {len(investment_data)} observations\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "051f9810", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data filtered for 1960-2024 period\n" ] } ], "source": [ "# Convert dates to datetime and extract year\n", "for df in [ca_data, deficit_data, gdp_data, private_savings_data, investment_data]:\n", " df['observation_date'] = pd.to_datetime(df['observation_date'])\n", " df['year'] = df['observation_date'].dt.year\n", "\n", "# Filter data from 1960 to 2024\n", "ca_data = ca_data[(ca_data['year'] >= 1960) & (ca_data['year'] <= 2024)]\n", "deficit_data = deficit_data[(deficit_data['year'] >= 1960) & (deficit_data['year'] <= 2024)]\n", "gdp_data = gdp_data[(gdp_data['year'] >= 1960) & (gdp_data['year'] <= 2024)]\n", "private_savings_data = private_savings_data[(private_savings_data['year'] >= 1960) & (private_savings_data['year'] <= 2024)]\n", "investment_data = investment_data[(investment_data['year'] >= 1960) & (investment_data['year'] <= 2024)]\n", "\n", "print(\"Data filtered for 1960-2024 period\")" ] }, { "cell_type": "markdown", "id": "2b532050", "metadata": {}, "source": [ "---\n", "# Question 1: Government Budget Balance and Current Account Balance\n", "\n", "**Research Question:** Graph the US government budget balance and current account balance from 1960 to 2024. Does the data support the hypothesis? What can you say before and after the 1990s?" ] }, { "cell_type": "code", "execution_count": 4, "id": "271f6604", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Merged dataset: 65 observations from 1960 to 2024\n", "\n", "First few rows:\n", " year CA Sg\n", "0 1960 3.171 0.301\n", "1 1961 4.213 -3.335\n", "2 1962 3.803 -7.146\n", "3 1963 4.946 -4.756\n", "4 1964 7.467 -5.915\n", "\n", "Last few rows:\n", " year CA Sg\n", "60 2020 -564.620 -3132.456\n", "61 2021 -869.245 -2775.350\n", "62 2022 -1001.196 -1375.920\n", "63 2023 -937.838 -1695.240\n", "64 2024 -1179.852 -1832.816\n" ] } ], "source": [ "# Merge CA and deficit data\n", "merged_data = pd.merge(ca_data[['year', 'A124RC1A027NBEA']], \n", " deficit_data[['year', 'FYFSD']], \n", " on='year', \n", " how='inner')\n", "\n", "# Rename columns for clarity\n", "merged_data.columns = ['year', 'CA', 'Sg']\n", "\n", "# Convert deficit from millions to billions to match CA\n", "merged_data['Sg'] = merged_data['Sg'] / 1000\n", "\n", "print(f\"Merged dataset: {len(merged_data)} observations from {merged_data['year'].min()} to {merged_data['year'].max()}\")\n", "\n", "# Display first and last few rows\n", "print(\"\\nFirst few rows:\")\n", "print(merged_data.head())\n", "print(\"\\nLast few rows:\")\n", "print(merged_data.tail())" ] }, { "cell_type": "markdown", "id": "8d7601a9", "metadata": {}, "source": [ "## Correlation Analysis: Before and After 1990" ] }, { "cell_type": "code", "execution_count": 5, "id": "ada7a735", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "CORRELATION ANALYSIS\n", "================================================================================\n", "\n", "Before 1990 (1960-1989):\n", " Observations: 30\n", " Correlation: 0.8246\n", " P-value: 0.0000\n", " Significance: ***\n", "\n", "After 1990 (1990-2024):\n", " Observations: 35\n", " Correlation: 0.5331\n", " P-value: 0.0010\n", " Significance: ***\n", "\n", "Overall (1960-2024):\n", " Observations: 65\n", " Correlation: 0.6681\n", "\n", "================================================================================\n", "Change in correlation: -0.2915\n", "Percentage change: -35.35%\n", "================================================================================\n" ] } ], "source": [ "# Split data before and after 1990\n", "data_before_1990 = merged_data[merged_data['year'] < 1990]\n", "data_after_1990 = merged_data[merged_data['year'] >= 1990]\n", "\n", "# Calculate correlations\n", "corr_before_1990 = data_before_1990['CA'].corr(data_before_1990['Sg'])\n", "corr_after_1990 = data_after_1990['CA'].corr(data_after_1990['Sg'])\n", "corr_overall = merged_data['CA'].corr(merged_data['Sg'])\n", "\n", "# Statistical significance tests\n", "corr_before, p_before = stats.pearsonr(data_before_1990['CA'], data_before_1990['Sg'])\n", "corr_after, p_after = stats.pearsonr(data_after_1990['CA'], data_after_1990['Sg'])\n", "\n", "print(\"=\"*80)\n", "print(\"CORRELATION ANALYSIS\")\n", "print(\"=\"*80)\n", "print(f\"\\nBefore 1990 (1960-1989):\")\n", "print(f\" Observations: {len(data_before_1990)}\")\n", "print(f\" Correlation: {corr_before_1990:.4f}\")\n", "print(f\" P-value: {p_before:.4f}\")\n", "print(f\" Significance: {'***' if p_before < 0.001 else '**' if p_before < 0.01 else '*' if p_before < 0.05 else 'Not significant'}\")\n", "\n", "print(f\"\\nAfter 1990 (1990-2024):\")\n", "print(f\" Observations: {len(data_after_1990)}\")\n", "print(f\" Correlation: {corr_after_1990:.4f}\")\n", "print(f\" P-value: {p_after:.4f}\")\n", "print(f\" Significance: {'***' if p_after < 0.001 else '**' if p_after < 0.01 else '*' if p_after < 0.05 else 'Not significant'}\")\n", "\n", "print(f\"\\nOverall (1960-2024):\")\n", "print(f\" Observations: {len(merged_data)}\")\n", "print(f\" Correlation: {corr_overall:.4f}\")\n", "\n", "print(f\"\\n{'='*80}\")\n", "print(f\"Change in correlation: {corr_after_1990 - corr_before_1990:+.4f}\")\n", "print(f\"Percentage change: {((corr_after_1990 - corr_before_1990) / abs(corr_before_1990)) * 100:+.2f}%\")\n", "print(\"=\"*80)" ] }, { "cell_type": "markdown", "id": "13389b28", "metadata": {}, "source": [ "## Visualization: Time Series and Scatter Plots" ] }, { "cell_type": "code", "execution_count": 6, "id": "be1b08e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "✓ Graph saved as 'question1_twin_deficits.png'\n" ] } ], "source": [ "# Create visualization for Question 1\n", "fig, axes = plt.subplots(2, 1, figsize=(14, 10))\n", "\n", "# Plot 1: Time series of both variables\n", "ax1 = axes[0]\n", "ax1.plot(merged_data['year'], merged_data['CA'], 'b-', linewidth=2, label='Current Account (CA)', marker='o', markersize=3)\n", "ax1.plot(merged_data['year'], merged_data['Sg'], 'r-', linewidth=2, label='Government Budget Balance (Sg)', marker='s', markersize=3)\n", "ax1.axvline(x=1990, color='gray', linestyle='--', linewidth=1.5, label='1990', alpha=0.7)\n", "ax1.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n", "ax1.set_xlabel('Year', fontsize=12)\n", "ax1.set_ylabel('Billions of Dollars', fontsize=12)\n", "ax1.set_title('US Government Budget Balance and Current Account Balance (1960-2024)', fontsize=14, fontweight='bold')\n", "ax1.legend(fontsize=11, loc='lower left')\n", "ax1.grid(True, alpha=0.3)\n", "\n", "# Add shaded regions\n", "ax1.axvspan(1960, 1990, alpha=0.1, color='blue', label='Before 1990')\n", "ax1.axvspan(1990, 2024, alpha=0.1, color='red', label='After 1990')\n", "\n", "# Plot 2: Scatter plot\n", "ax2 = axes[1]\n", "scatter1 = ax2.scatter(data_before_1990['Sg'], data_before_1990['CA'], \n", " color='blue', alpha=0.6, s=80, edgecolor='darkblue', linewidth=1,\n", " label=f'Before 1990 (r={corr_before_1990:.3f}***)')\n", "scatter2 = ax2.scatter(data_after_1990['Sg'], data_after_1990['CA'], \n", " color='red', alpha=0.6, s=80, edgecolor='darkred', linewidth=1,\n", " label=f'After 1990 (r={corr_after_1990:.3f}**)')\n", "\n", "# Add trend lines\n", "z_before = np.polyfit(data_before_1990['Sg'], data_before_1990['CA'], 1)\n", "p_before = np.poly1d(z_before)\n", "z_after = np.polyfit(data_after_1990['Sg'], data_after_1990['CA'], 1)\n", "p_after = np.poly1d(z_after)\n", "\n", "sg_range_before = np.linspace(data_before_1990['Sg'].min(), data_before_1990['Sg'].max(), 100)\n", "sg_range_after = np.linspace(data_after_1990['Sg'].min(), data_after_1990['Sg'].max(), 100)\n", "\n", "ax2.plot(sg_range_before, p_before(sg_range_before), 'b--', linewidth=2.5, alpha=0.8, label='Trend (Before 1990)')\n", "ax2.plot(sg_range_after, p_after(sg_range_after), 'r--', linewidth=2.5, alpha=0.8, label='Trend (After 1990)')\n", "\n", "ax2.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n", "ax2.axvline(x=0, color='black', linestyle='-', linewidth=0.5)\n", "ax2.set_xlabel('Government Budget Balance (Sg) - Billions of Dollars', fontsize=12)\n", "ax2.set_ylabel('Current Account (CA) - Billions of Dollars', fontsize=12)\n", "ax2.set_title('Relationship between Government Budget and Current Account', fontsize=14, fontweight='bold')\n", "ax2.legend(fontsize=10, loc='lower right')\n", "ax2.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.savefig('question1_twin_deficits.png', dpi=300, bbox_inches='tight')\n", "plt.show()\n", "\n", "print(\"✓ Graph saved as 'question1_twin_deficits.png'\")" ] }, { "cell_type": "markdown", "id": "ee488eeb", "metadata": {}, "source": [ "## Question 1 Summary Statistics" ] }, { "cell_type": "code", "execution_count": 7, "id": "5b86a7d5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "SUMMARY STATISTICS (Billions of Dollars)\n", "================================================================================\n", "\n", "Before 1990 (1960-1989):\n", "\n", "Current Account (CA):\n", "count 30.000000\n", "mean -22.615767\n", "std 50.596241\n", "min -154.094000\n", "25% -12.198750\n", "50% 2.387500\n", "75% 4.762750\n", "max 19.828000\n", "Name: CA, dtype: float64\n", "\n", "Government Budget Balance (Sg):\n", "count 30.000000\n", "mean -65.746100\n", "std 73.872105\n", "min -221.227000\n", "25% -115.724750\n", "50% -32.943500\n", "75% -5.970000\n", "max 3.242000\n", "Name: Sg, dtype: float64\n", "\n", "================================================================================\n", "\n", "After 1990 (1990-2024):\n", "\n", "Current Account (CA):\n", "count 35.000000\n", "mean -446.923029\n", "std 292.155707\n", "min -1179.852000\n", "25% -601.193500\n", "50% -423.075000\n", "75% -240.980500\n", "max 7.886000\n", "Name: CA, dtype: float64\n", "\n", "Government Budget Balance (Sg):\n", "count 35.000000\n", "mean -674.882800\n", "std 779.343565\n", "min -3132.456000\n", "25% -1030.080500\n", "50% -412.727000\n", "75% -183.569000\n", "max 236.241000\n", "Name: Sg, dtype: float64\n" ] } ], "source": [ "# Summary statistics\n", "print(\"=\"*80)\n", "print(\"SUMMARY STATISTICS (Billions of Dollars)\")\n", "print(\"=\"*80)\n", "\n", "print(\"\\nBefore 1990 (1960-1989):\")\n", "print(\"\\nCurrent Account (CA):\")\n", "print(data_before_1990['CA'].describe())\n", "print(\"\\nGovernment Budget Balance (Sg):\")\n", "print(data_before_1990['Sg'].describe())\n", "\n", "print(\"\\n\" + \"=\"*80)\n", "print(\"\\nAfter 1990 (1990-2024):\")\n", "print(\"\\nCurrent Account (CA):\")\n", "print(data_after_1990['CA'].describe())\n", "print(\"\\nGovernment Budget Balance (Sg):\")\n", "print(data_after_1990['Sg'].describe())" ] }, { "cell_type": "markdown", "id": "fca92237", "metadata": {}, "source": [ "---\n", "# Question 2: Private Savings and Investment Analysis\n", "\n", "**Research Question:** Why do you believe the hypothesis strengthen/weaken after 1990? Graph the private savings and investment series in the US from 1960 to 2024." ] }, { "cell_type": "code", "execution_count": 8, "id": "41c4a1e3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Question 2 dataset: 64 observations from 1960 to 2023\n", "\n", "First few rows:\n", " year Private_Savings Investment GDP Savings_GDP_Ratio \\\n", "0 1960 37.850 86.477 534.325 7.083704 \n", "1 1961 44.386 86.584 546.575 8.120752 \n", "2 1962 46.702 96.977 585.675 7.974047 \n", "3 1963 47.099 103.284 618.200 7.618732 \n", "4 1964 55.282 112.150 661.700 8.354541 \n", "\n", " Investment_GDP_Ratio SI_Gap \n", "0 16.184345 -9.100641 \n", "1 15.841193 -7.720441 \n", "2 16.558159 -8.584112 \n", "3 16.707214 -9.088483 \n", "4 16.948768 -8.594227 \n", "\n", "Last few rows:\n", " year Private_Savings Investment GDP Savings_GDP_Ratio \\\n", "59 2019 1178.158 3893.734 21275.275 5.537686 \n", "60 2020 2661.768 3763.386 21292.400 12.501024 \n", "61 2021 2177.188 4246.545 22936.525 9.492231 \n", "62 2022 632.923 4844.333 25305.650 2.501113 \n", "63 2023 1159.240 5023.712 26982.375 4.296286 \n", "\n", " Investment_GDP_Ratio SI_Gap \n", "59 18.301686 -12.764000 \n", "60 17.674785 -5.173762 \n", "61 18.514335 -9.022103 \n", "62 19.143286 -16.642173 \n", "63 18.618494 -14.322208 \n" ] } ], "source": [ "# Merge all data for Question 2\n", "q2_data = pd.merge(private_savings_data[['year', 'W986RC1A027NBEA']], \n", " investment_data[['year', 'GPDIA']], \n", " on='year', \n", " how='inner')\n", "q2_data = pd.merge(q2_data, \n", " gdp_data[['year', 'FYGDP']], \n", " on='year', \n", " how='inner')\n", "\n", "# Rename columns\n", "q2_data.columns = ['year', 'Private_Savings', 'Investment', 'GDP']\n", "\n", "# Filter for 1960-2024\n", "q2_data = q2_data[(q2_data['year'] >= 1960) & (q2_data['year'] <= 2024)]\n", "\n", "# Calculate ratios (as percentages)\n", "q2_data['Savings_GDP_Ratio'] = (q2_data['Private_Savings'] / q2_data['GDP']) * 100\n", "q2_data['Investment_GDP_Ratio'] = (q2_data['Investment'] / q2_data['GDP']) * 100\n", "q2_data['SI_Gap'] = q2_data['Savings_GDP_Ratio'] - q2_data['Investment_GDP_Ratio']\n", "\n", "print(f\"Question 2 dataset: {len(q2_data)} observations from {q2_data['year'].min()} to {q2_data['year'].max()}\")\n", "print(\"\\nFirst few rows:\")\n", "print(q2_data.head())\n", "print(\"\\nLast few rows:\")\n", "print(q2_data.tail())" ] }, { "cell_type": "markdown", "id": "524a1763", "metadata": {}, "source": [ "## Summary Statistics: Private Savings and Investment" ] }, { "cell_type": "code", "execution_count": 9, "id": "832ed290", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "SUMMARY STATISTICS: PRIVATE SAVINGS AND INVESTMENT (% of GDP)\n", "================================================================================\n", "\n", "Before 1990 (1960-1989):\n", " Private Savings/GDP:\n", " Mean: 8.05%\n", " Median: 8.09%\n", " Std: 1.20%\n", " Min: 5.47%\n", " Max: 10.21%\n", "\n", " Investment/GDP:\n", " Mean: 18.22%\n", " Median: 18.17%\n", " Std: 1.46%\n", " Min: 15.84%\n", " Max: 21.04%\n", "\n", " S-I Gap:\n", " Mean: -10.16%\n", "\n", "================================================================================\n", "\n", "After 1990 (1990-2024):\n", " Private Savings/GDP:\n", " Mean: 4.67%\n", " Median: 4.35%\n", " Std: 2.07%\n", " Min: 1.63%\n", " Max: 12.50%\n", "\n", " Investment/GDP:\n", " Mean: 17.70%\n", " Median: 17.93%\n", " Std: 1.58%\n", " Min: 13.34%\n", " Max: 20.15%\n", "\n", " S-I Gap:\n", " Mean: -13.03%\n", "\n", "================================================================================\n", "\n", "CHANGE IN RATIOS (After - Before):\n", " Private Savings/GDP: -3.38%\n", " Investment/GDP: -0.52%\n", " S-I Gap: -2.87%\n", "\n", " Private Savings/GDP declined by: 42.0%\n", "================================================================================\n" ] } ], "source": [ "# Split data\n", "before_1990_q2 = q2_data[q2_data['year'] < 1990]\n", "after_1990_q2 = q2_data[q2_data['year'] >= 1990]\n", "\n", "print(\"=\"*80)\n", "print(\"SUMMARY STATISTICS: PRIVATE SAVINGS AND INVESTMENT (% of GDP)\")\n", "print(\"=\"*80)\n", "\n", "print(\"\\nBefore 1990 (1960-1989):\")\n", "print(f\" Private Savings/GDP:\")\n", "print(f\" Mean: {before_1990_q2['Savings_GDP_Ratio'].mean():.2f}%\")\n", "print(f\" Median: {before_1990_q2['Savings_GDP_Ratio'].median():.2f}%\")\n", "print(f\" Std: {before_1990_q2['Savings_GDP_Ratio'].std():.2f}%\")\n", "print(f\" Min: {before_1990_q2['Savings_GDP_Ratio'].min():.2f}%\")\n", "print(f\" Max: {before_1990_q2['Savings_GDP_Ratio'].max():.2f}%\")\n", "\n", "print(f\"\\n Investment/GDP:\")\n", "print(f\" Mean: {before_1990_q2['Investment_GDP_Ratio'].mean():.2f}%\")\n", "print(f\" Median: {before_1990_q2['Investment_GDP_Ratio'].median():.2f}%\")\n", "print(f\" Std: {before_1990_q2['Investment_GDP_Ratio'].std():.2f}%\")\n", "print(f\" Min: {before_1990_q2['Investment_GDP_Ratio'].min():.2f}%\")\n", "print(f\" Max: {before_1990_q2['Investment_GDP_Ratio'].max():.2f}%\")\n", "\n", "print(f\"\\n S-I Gap:\")\n", "print(f\" Mean: {before_1990_q2['SI_Gap'].mean():.2f}%\")\n", "\n", "print(\"\\n\" + \"=\"*80)\n", "print(\"\\nAfter 1990 (1990-2024):\")\n", "print(f\" Private Savings/GDP:\")\n", "print(f\" Mean: {after_1990_q2['Savings_GDP_Ratio'].mean():.2f}%\")\n", "print(f\" Median: {after_1990_q2['Savings_GDP_Ratio'].median():.2f}%\")\n", "print(f\" Std: {after_1990_q2['Savings_GDP_Ratio'].std():.2f}%\")\n", "print(f\" Min: {after_1990_q2['Savings_GDP_Ratio'].min():.2f}%\")\n", "print(f\" Max: {after_1990_q2['Savings_GDP_Ratio'].max():.2f}%\")\n", "\n", "print(f\"\\n Investment/GDP:\")\n", "print(f\" Mean: {after_1990_q2['Investment_GDP_Ratio'].mean():.2f}%\")\n", "print(f\" Median: {after_1990_q2['Investment_GDP_Ratio'].median():.2f}%\")\n", "print(f\" Std: {after_1990_q2['Investment_GDP_Ratio'].std():.2f}%\")\n", "print(f\" Min: {after_1990_q2['Investment_GDP_Ratio'].min():.2f}%\")\n", "print(f\" Max: {after_1990_q2['Investment_GDP_Ratio'].max():.2f}%\")\n", "\n", "print(f\"\\n S-I Gap:\")\n", "print(f\" Mean: {after_1990_q2['SI_Gap'].mean():.2f}%\")\n", "\n", "print(\"\\n\" + \"=\"*80)\n", "print(\"\\nCHANGE IN RATIOS (After - Before):\")\n", "print(f\" Private Savings/GDP: {after_1990_q2['Savings_GDP_Ratio'].mean() - before_1990_q2['Savings_GDP_Ratio'].mean():.2f}%\")\n", "print(f\" Investment/GDP: {after_1990_q2['Investment_GDP_Ratio'].mean() - before_1990_q2['Investment_GDP_Ratio'].mean():.2f}%\")\n", "print(f\" S-I Gap: {after_1990_q2['SI_Gap'].mean() - before_1990_q2['SI_Gap'].mean():.2f}%\")\n", "\n", "savings_pct_change = ((after_1990_q2['Savings_GDP_Ratio'].mean() - before_1990_q2['Savings_GDP_Ratio'].mean()) / \n", " before_1990_q2['Savings_GDP_Ratio'].mean()) * 100\n", "print(f\"\\n Private Savings/GDP declined by: {abs(savings_pct_change):.1f}%\")\n", "print(\"=\"*80)" ] }, { "cell_type": "markdown", "id": "3b6fcdb0", "metadata": {}, "source": [ "## Visualization: Private Savings and Investment" ] }, { "cell_type": "code", "execution_count": 10, "id": "6f7cb277", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "✓ Graph saved as 'question2_savings_investment.png'\n" ] } ], "source": [ "# Create visualization for Question 2\n", "fig, axes = plt.subplots(3, 1, figsize=(14, 12))\n", "\n", "# Plot 1: Private Savings and Investment as % of GDP\n", "ax1 = axes[0]\n", "ax1.plot(q2_data['year'], q2_data['Savings_GDP_Ratio'], 'b-', linewidth=2, \n", " label='Private Savings / GDP', marker='o', markersize=3)\n", "ax1.plot(q2_data['year'], q2_data['Investment_GDP_Ratio'], 'g-', linewidth=2, \n", " label='Investment / GDP', marker='s', markersize=3)\n", "ax1.axvline(x=1990, color='gray', linestyle='--', linewidth=1.5, label='1990', alpha=0.7)\n", "ax1.axvspan(1960, 1990, alpha=0.1, color='blue')\n", "ax1.axvspan(1990, 2024, alpha=0.1, color='red')\n", "ax1.set_xlabel('Year', fontsize=12)\n", "ax1.set_ylabel('Percentage of GDP (%)', fontsize=12)\n", "ax1.set_title('Private Savings and Investment as % of GDP (1960-2024)', fontsize=14, fontweight='bold')\n", "ax1.legend(fontsize=11)\n", "ax1.grid(True, alpha=0.3)\n", "\n", "# Plot 2: Savings-Investment Gap\n", "ax2 = axes[1]\n", "ax2.plot(q2_data['year'], q2_data['SI_Gap'], 'purple', linewidth=2.5, \n", " label='Savings - Investment Gap', marker='d', markersize=3)\n", "ax2.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n", "ax2.axvline(x=1990, color='gray', linestyle='--', linewidth=1.5, label='1990', alpha=0.7)\n", "ax2.fill_between(q2_data['year'], 0, q2_data['SI_Gap'], \n", " where=(q2_data['SI_Gap'] >= 0), alpha=0.3, color='blue', label='Surplus')\n", "ax2.fill_between(q2_data['year'], 0, q2_data['SI_Gap'], \n", " where=(q2_data['SI_Gap'] < 0), alpha=0.3, color='red', label='Deficit')\n", "ax2.set_xlabel('Year', fontsize=12)\n", "ax2.set_ylabel('Percentage Points', fontsize=12)\n", "ax2.set_title('Private Savings - Investment Gap (% of GDP)', fontsize=14, fontweight='bold')\n", "ax2.legend(fontsize=11)\n", "ax2.grid(True, alpha=0.3)\n", "\n", "# Plot 3: Absolute values in billions\n", "ax3 = axes[2]\n", "ax3.plot(q2_data['year'], q2_data['Private_Savings'], 'b-', linewidth=2, \n", " label='Private Savings', marker='o', markersize=3)\n", "ax3.plot(q2_data['year'], q2_data['Investment'], 'g-', linewidth=2, \n", " label='Investment', marker='s', markersize=3)\n", "ax3.axvline(x=1990, color='gray', linestyle='--', linewidth=1.5, label='1990', alpha=0.7)\n", "ax3.axvspan(1960, 1990, alpha=0.1, color='blue')\n", "ax3.axvspan(1990, 2024, alpha=0.1, color='red')\n", "ax3.set_xlabel('Year', fontsize=12)\n", "ax3.set_ylabel('Billions of Dollars', fontsize=12)\n", "ax3.set_title('Private Savings and Investment - Nominal Values (1960-2024)', fontsize=14, fontweight='bold')\n", "ax3.legend(fontsize=11)\n", "ax3.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.savefig('question2_savings_investment.png', dpi=300, bbox_inches='tight')\n", "plt.show()\n", "\n", "print(\"✓ Graph saved as 'question2_savings_investment.png'\")" ] }, { "cell_type": "markdown", "id": "a6305082", "metadata": {}, "source": [ "---\n", "# Integrated Analysis: Connecting the Twin Deficits" ] }, { "cell_type": "code", "execution_count": 11, "id": "93d28904", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "INTEGRATED ANALYSIS\n", "================================================================================\n", "\n", "Relationship between S-I Gap and Current Account:\n", " Before 1990: r = 0.6356\n", " After 1990: r = 0.3515\n" ] }, { "data": { "image/png": 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T/YwLNKXZvthGgdLRE/LuK8FLQ7+v6IUGOrtDr3bXtFDq6aefNid7dd+lF27Nnj0792r4vPTkgp6w06DAsWbA//XXX+bKTPcMTb3vkCFDzAk+vcJTgw56xbyeYNFUVTouvQrfTU9e67GtBlc0kF+SGfduesJEZ9HpyWQ9KajynuzR2Rk6M1/b9XhYgy56pbO+dvj+DA5N9aQndXXWuft4SK/o1Yu33FekFzzppTPc9UcDd8OHDzcn6PSir+OhVxprsE1TTAF56cUYmmFCZ6gpDdDqleY6e0wDYbofK2n6Mb1YVveJ2j/vDOKC3nzzTTPzQoPE+p1Av9/rRU9uum/XWXa671Ya0ND9MSoX3afpbEdNwaizg/LS4IQu04CDbh/ff/99vsCC7jv1IgJPMy81vaTOlnNfCKvf5/V8qG6b7iCEfta7FTUzTf8XTjvtNJMesOA5AQ2O6Daqn836WHqxhPticf2fKskMFORHTQ0/1KdPH5O72dNPSU8O68kgvXI17/TtktCDcj1YSk5OlsqoLNZtXpr/zlOaFPeOUqO9bho51tvFpVUK5PWqVwbrFz4NbOS9Qu9YNBqvV6yxzRamB3l5t0GlV155mtESaNvs8W7DenCkU6XLal8RCEq7f3DnFfW0vnSbLpg7t6htOhCUZN1u2LAh9yo7vXKpNAJ5u81Lty9P+1J32/HudwEcPz3+07QlejGM1g9zn9TVgIJefKAn9TXtk35ua1BA6YkwPVGiJxn0/nqCzh3M1SvXNTiggYqC9MSenijRfavbn3/+aU5E6zGr+8SaBuL1ZIZeYa+Pr1cdK71QTL+baaClqNRTRTnppJPM1cnuujwazNbxKw2oaMBan0cDHhqc1uBGoAb6/Y2etNX0J3plumZW0JRpSr+/a5DOPetH33NNB6nvu17A5U7HoylX3LN73FcDl/aqdQ2saN549+eWpnJz1zAojv4v6Qk7Zm5UXrpfueOOO0ytFTfdv+q+SIPKpaUXIur+Vrc393aza9cukyrVfRGTPr4Gf/V/Q7dJvSBMx+FOh6b305oDav369eZEtKayRuWi+7WRI0eaC910NoX7M1rPE7366qsmiKGzJbUWa8GZErr/LCoFlQbNdKaR+5hAtyfdv+r2p0E6namp27fua7VP3m2/IE3xr+PJWzNLU6RrwFmDGPodSgN4erGD0hkaWl+XmZSlR1AjQOkBuR7QFzUdyh3p1sikfhjk/eKtP8d7tUdlpl+KtCBzwSu3PK0rXabBobz1M/SLkE6j1J0vCn/AaKRb12/BdEl56QGNXn2cN9WMrtPExES2WQ/0IK9gDRc9wempFgTb7LHplzc9geHO+1oULR6saQRKsq8IdHrCST+H9P8477pSntaXp21a35Pi6psEMj3xccstt5i8sZripaw+4wKNbne6reYNqOm+VK/Izpvew903b35n/RKmV9OyjQJlr2fPnuaEQt5AgaaRcNcL1JMXeoJBr7bUv/UYU6/u1BPI+n+qnz961bH21R8N4urVlwXp42s6Pk0bpf10NqHuVx988EET1NArmfXkhZ4g1loIepygAROdXaz7DT3hrCcy9OpmvX9p6MkRnUmvVyvrOHS/rleAauBCf+tVpxrg1nWhRUmnTZtmaoDAf7dhrReoJ9e0fopuL3qCTrcf3RY0C4NuV3o/bderkXUWsM640BPN+jieZiYVRbdT3Wb1wgd9Lp3ppI99LLrda4BQ/5e4+KFy0pOyGqDV7zW6b9MZZzpDTYO0xzqm9ESPjzQ4p/tn3e50e9NjVD03osEL97av50z0+fSktu7T9DhLg8pKLxDRQIhuozorTVMQFne+C/5LU0NqUE0vyNILCnX7+/XXX813FQ1A6H7R0+epbluavkxnwHm6iFYDJrrv1MfU/aU+ptbLVBo01nTRWutCZ68VdyGj7gP1/0PHo4EUHYumBtQC9lobQz+j9fn0+5W26aw6fT2ejjFwDBYqrWeffdbq37+/x7YJEyZYY8eOLbR8/fr1Vo8ePazMzExzu2/fvtbdd99tHTp0yEpJSbFGjRpllmVnZ1uBzNO6/eqrr6wOHTpYq1atshwOh/XDDz+Y259//rnHdTt9+nTrsssus/755x9r37591rBhw8z6DWSe1quuH12P27dv93iff//916xX7adGjhxpXXPNNdbevXutI0eOWJMmTbLOO+88Ky0tzQpkntatbnenn3669eabb1pHjx61li9fbsXFxVmbN2827WyzpfPzzz9brVq1srKysgq16f/3J598Yv5+++23rXPOOcfatGmT6bt06VKrTZs21saNG0/gHa6cdH+p/7+TJ0+20tPTzf/70KFDrdtvv93juk1ISDDbsN7W/nPmzDHbeHJyshdfhe8aPny4NWPGjCLb7733XuuNN94o0WdcoBswYIA5Xjp48KC1ZcsW8z/+7rvvmjb9jFq7dq35+9tvv81dj/q59OSTT1oXXHCBlZGR4eVXAMCfuVyu3L91n/Pll196dTwAUJF++ukn6+yzz2alo8I+az/++GNzbhTeRU2NSkgjfXrFoF79p1Om3FPuNArYsGFD87em4imYi1zpFRV65aV7Cp8WWdYrf/TqD50mrVd4vPTSS7k5WwNNcev2wgsvNJHihx9+2Ewf06sXdEqcRnI9rVu9ukCnrWkKEH08vX/BGiaBorj1qlNQdd1pxDwvvZJOr3bXK7h1vbqn2uuVdrrNXnHFFebx9LE0X7J7ynagOdb+4OWXXzZXsWhKBV2n+ts9G4ZttnR0v6pXd+Qt+OWms4XcU/71KiadPu2+QlPTA2ieZE0Lgfz0qkOdRqyFL7WGg6YL0XokeetE5F23mrd0+vTpZjvWK2Y1D7tu4+QnLUyvTNZZm2vWrMm9AslNr5TT/LHaR69IUsf6jAt0muJG14deka1XDbpTein9jHKnmdGrs3T71au4dSasXoGoNQM0/y4AHA/d1+gV+XoVs84S0303M78BACg7WnND6xxpyij9Tqp1qk4//XRWsZfZNLLh7UEAAAAAAIDS0bSLGlTV1MF6EZpeOFWSFEEAUFmsXr1a7r77bo91j4CyoKfOn3zySZMSUC/y1vSOWvNF08rDewhqAAAAAAAAAAAAvxCYOYQAAAAAAAAAAIDfoaYGAAAAAKBS0npAWo/p0ksvlZ07d8qMGTNk7dq1Eh4ebmqOdenSxaQtiY6ONv27detmlmvObK2HU6tWLfnf//5nale46wrm7aMpKfRHH3/UqFEmBZQnWpOoTp06cs0115gUUVqfSGvG3Xbbbbl9tMaO1om74447zG2tK/Xnn3/K5MmTK2RdwXvYTuHPli1bJgsXLjR12bROqKaD0lp3Tz/9dG69wXXr1pkaZG+99dZxPYc+vtYjDQ72fBpT98O33HKLXHbZZYXqcQKonJipAQAAAAColFatWiVnn322JCcny6BBg8yJti+++EJWrFghH374oaSnp5sgQ14TJ06UTz/9VL777juTQ3vJkiVy//33e+yjj6OFQ7WI6DvvvONxDF9//bUp4n377beb5+zcubM5Cbh8+XJJTU01fRITE83tm2++Ofd+N954owlq6POgcmM7hb/au3evPP744zJ16lTZunWr/P3332a/qLUGvv/+e9PH4XCYPhrwOB4aRNbgrv4uis1mkylTpph9dlJS0nG/HgD+g6AGAAAAAKDS2bJli9SvX19q1Kghb775prRt29YEDdxXDlerVs2cKHv99deLfIzmzZvLc889ZwILmzZt8tgnMjJS+vTpU2SRWr06Wa8g1pkef/31l7Rr187M6GjWrJn8888/po8WHB0/fryEhobmO0mnMzmeffbZE1wT8GVsp/Bnr732mpmpVq9ePROE1f2batOmjbmtdAaHznA7+eSTiw3saR/dX/bq1cv8/cEHH5i2IUOGmJlzV1xxhQkQ//zzz9K3b1/p2bOn9OjRw8xyUzVr1jT74pdffrlCXjsA7yKoAQAAAACodHSmxbnnnmv+1nQoF154YaE+GuAICwsr9nE0MKIn6PQxiuJ0OnODJXlpEOOPP/7IfW4NZrhcLvO3/tbbS5cuNamp9Ori66+/XiZMmGDSUKlzzjlHdu/eLQkJCaV89fAXbKfwZzrDrHv37kXu33QWmgaFdV+ms89uvfVWkwqwIA36/vvvv9K4cWP5+OOPTapATduXkpIi06dPN30++ugjEzTRYPSwYcPMcy9evFg2btwoBw4cMH10LDpTRNNRAajcCGoAAAAAACodTQnlDmocOXLE1Mdw05NjenWx/mh6ql9++aXYx9KrkA8fPuyxTU/Evffee7kn9vL67bffpFWrVrmBk5YtW5rgSEZGhknVorU89CrjESNGmNkkeoWxBlE00KE0UKIBFX0cVE5sp/BXu3btMumnOnTokLt/032ppolas2aNua0ppzR9nwYmNEgxfPhwM/vNEw1s9O7d2/ytwQsN9mrAoiBdrin8tE6H1jbS2Ww6S0PFxcXJoUOHZMeOHeX62gF4H0ENAAAAAEClkpaWJtu3b89NhaInvLQ4t5umMdGrh/VHi4brTIvi6Ik7PZHm9uCDD5qAiKY+0RRRmh5F054UtG/fvtyTbUpP2OmMDC0+rif3XnzxRbnhhhvk4MGDcsopp5ggRvv27WXz5s2599FgjD4OKh+2U/iz/fv3S9WqVc0+VDVp0kTOO+88kz5KA7a639SAcMeOHc0+TGdhaAAk7/4tL32svDPeNLWf7hsL0toZmsrq3nvvNUHpl156KbdNC4nr/XRsACo3ghoAgHKluVS1IObatWsrdE3/+uuvcskll5gTA+vXrxdfo/lgdb3oVZoAAKBs6WyIM88806Q/UZr65HgLbmv6Jz2WOP/88z0WCte870OHDi3y/lobw01P/mlalU8++cSclNMAx5VXXmmubM7bz53CBZUb2yn8Xd79ltJZZ5oWavTo0abextixY83yvEW+i9q/6Yy6vAFmDWhocKQgLUKusz++/PJLM8Nt9uzZpiYHgMBCUAMAvMThcJiDMP0iq1ev6FUrWhDtoYcektTU1GLvq1N29cv5sei039tvv91cwaJXKp511lkm/6hO160ImZmZ5vmvvfZa8xr1wFTzqJ5++unmCsmCV+no69ac0/Hx8Sf83Lpu9WofDaa4r9L05IsvvjD5qzXAoP10vWoxz4LFPnWdt2jRwkxp1h99v/TqTH2/NF92cX31Rx//mmuuyX1cfS69slPXjxa+AwAAZef777/PTT2l9FhEAwhPPvmkOT5xn0DTlCias71u3boeH0fzwd95553mM7xhw4alHkft2rVzc73npTUznnjiCZOORZ100knmQgc9oacpVbSIuJtecayPg8qH7RT+TGeR6X7UvU/NS/e1WkNDAxBKZ09oLY2C+7e8NNjhLg6ugWTd9+n3KPfsDf0uqfvOAQMG5KaX0uBwtWrVch9D96HaL2+6QQCVE0ENAPCSqVOnyuuvvy7jxo0zJ7o1/6ieDNecyTfffPMJP/67775rDiTPOOMMkzdaZwZoMOPiiy82V7Zo7tHy9s4775gDXQ0aqLfeesscaOqVNJdddpn5Mp/Xo48+atIx6MHridITFHqQGxoaWugKIrdp06bJfffdJz179pTPP//crKP333/fPL++B5ofOy89oaABF/3R92vmzJnmqiMNTH377bdF9tUfDZ506dLFBEz0edTgwYPN/efMmXPCrxcAAOSvU5D3ApDq1avLwoULTa51d9qovn37muOFDz/80BwzFEwtpTUy9OID/Zx3X21cWnoRxJYtW3ILf7v9X3v3E2LTGwZw/MgCk2brT/6ViFjKxoKiLOzk35SyskLMkA1ZTGKDFTWKEgnJQllYSZIsZqXYSP4kKcpSVvPr+/x6b+eeOWfuufca1x3fT+nHmTvnnvve2/29533e53muXbsWczLKtYCFP0q2MCdhnsDmj7QJ5vXr15F5qpnHz6n6GYFeAsLp3iYZHx+PDLd8Sb6RkZEotcf9H9+rZSjVR58OvgeHh4cjI25wcDBK/23cuDG+IwkEEmQmI4TH8f1MWT/us8B9F9/36btV0sw1a2JiYqLXFyFJ/yImYWROpB16+XJN7NQja4MF+TIEP+7evTspmyBhMsjNOmm/BDaKnj59GlkRTALBwjoL9I8ePYodMaT5MjlkMknDNnbCcL6LFy9GsIQMCyawLNAThCjD/16oqbp3797syJEjcYwsDY5Rd5o61+yyYbcOKMNAdgWvi1qorRCEoH4q18ZCALsxqavKJJZr/fjxYwQzOBfBFLJD8njeoaGhKAHBe1FEIIhMj61bt7Yc8/Pnz8eCCIELnn+qx7KAwfVxraA5KK+bxzLWkiRpZmG+dfjw4ZgDtIs5G/XjOy2dJdXl51SdSJvU2DTXbSk2Ah9V97ftbBykV83o6GhX55H093P1RJJ6ZM2aNbEwz81qvsYoTSLZHVgV0KiD+s6g1FSZLVu2NAIaIFOArAqaVZIpwqL8rVu3snv37sXPU5Dh6tWr2dmzZ6OsFYEJJq/FnTkJgY9v375FECPJZ0wQ9EiL+DTuZAJ6/PjxuOlndyLPU9W0k+cnUMLre/nyZQQt2JVz9OjRxuun3BXjyPFiQCMFUdhdVBbQANeQAhqtENwhzZn3shXe63zQhvGhLEXVOEqSpP7G/ISNGO32yWCuxO+l+Y00nfycqhNsoOO+ivu+XuOe6uHDh3FvJmnmM6ghST1CaYP169dH9gL9FkjHvXz5cpQo6BZZCkuWLKkdGCGFlwV5Ai0EHii/xN+LDbZ37tyZrVy5Ms7L71CrlAZtZdLrWLt2beMYfSSePHkSPSRoIJdKKZw6dSomxPfv38/WrVsXWQ/v3r2L/5YhAEOWC4EZrmXp0qXRn4KdPV+/fq09RvlSE90gVZqx4JxVyIyh5BeZMDt27Ggcp/cGwZ3f8b5LkqS/D/3CmPMRoGgHJarY7FK1AUP6nfycqhNk73MvR0nldgO3vxNBYMoKkw3fSf8jSf2ndX0PSdK0YCF8bGwsdrXQzJpySPS8IEuCLAGaq1X1gmiFZmrFgAaNLuljkc8YuHHjRtQnZaH90qVLkQHB35kUUsN50aJFTecgoJGwEL948eKol1q1U4byTXPmzGkcIxDy5s2bbPPmzdmKFSuinMKdO3ciI4OfUYqJ4Abn5jH03ti1a9ekcxM82LBhQ9OxFKDgZwsXLmw5RmRLFMeXrI+DBw82jRHZNHUmxtTKzr/W79+/N/UGYSwI8FBqavXq1Y3jvFYa5zHukiRpZqJvWLvycxLpT/Bzqk5wj5m/z+wEm/y6KT3FfR33kpL+HQY1JKnHaHyWnwg+ePAgyjrRWI1F8tRkG2QjVDVWKy7wUzqKjIiBgYE4RjYDpZjyGQKprRLPR4YD5aVWrVoVk0LKSxUV2zDx77lz59Z+rfPnz4+gTfLp06fYtUjjTp6TbAYek4IA/LsMjy1eS7s7g9j5SLYI50nBDbI/0hh9/vw5yk/VaT3F66DxKGOXbxTebU1YSZIkSZIkNbP8lCT1AI282QlF9kQRDcJTpgN9IVhkT3/qBDRAmQIyEcjEKFMMAJAlsnv37sggYIH/58+f0ci76P37903n+PLly6RsjnwmCk3ayGCougbSlOmjkTIrBgcHIzgAAho0AC9Dlsfbt2+bjlGuKv2sDkpXEcihIXiZOsGMhMAM40Cz8nYxDvTjoHyVJEmSJEmSpmZQQ5J6lJ3x4sWLbHh4OBpzs/DP4vaHDx+y0dHRCAh0skCe8Ps02qbx94ULFxologgyPHv2LEo9sQhP3w1QXonSU1wHTbtHRkbi5yz65xf36XlB7wceR3PuHz9+VNZ5Tr00qnpFUCeacSAjJaGkFI3muE6afZOGXGb//v1RsotGcFwLwRYCC9QCXrBgQa0xIoBz4sSJ6G1y/fr1Rvkngio896FDhyLzoiqwwvtFIIXarY8fP45xzjcAr4vx4VxkzkiSJEmSJGlqlp+SpB6g3wXloSj3xKI4gQSwyE8wg+ABgYlu0Ix62bJlka2xb9++yHzgeemLsW3btjiWSj0RSDlz5kxkhvA7J0+ezH79+hWZFAcOHMjOnTsXjyMYQoYJfTHIrqAPR1VmBEENGsc9f/48GoQXF/LppUGprTwau5G5QT8NSj+RTVGG4Af9OBi/06dPx7jx+GPHjrU1RjRn5zppPE6vCwIa8+bNiybpQ0ND0Rh9qj4ZZFds2rQpGpovX7486wTjQ+AkNU2XJEmSJElStVkT7dTXkCT9k1J/iZs3b1ZmT5QhUMAfmm3ngwP6H1km27dvz/bs2RP9UiRJkiRJkjQ1y09JkqYNzcZp+E1gQ5Pdvn07mz17dmTDSJIkSZIkqTWDGpKkaUO5qytXrkRQY3x83JHOefXqVTY2NhZ9TwYGBhwbSZIkSZKkGiw/JUmSJEmSJEmS+oKZGpIkSZIkSZIkqS8Y1JAkSZIkSZIkSX3BoIYkSZIkSZIkSeoLBjUkSZIkSZIkSVJfMKghSZIkSZIkSZL6gkENSZIkSZIkSZLUFwxqSJIkSZIkSZKkvmBQQ5IkSZIkSZIkZf3gP+PtFK+xNhWFAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "✓ Graph saved as 'integrated_analysis.png'\n" ] } ], "source": [ "# Merge CA/Sg data with S/I data\n", "integrated_data = pd.merge(merged_data, q2_data[['year', 'SI_Gap', 'Savings_GDP_Ratio', 'Investment_GDP_Ratio']], \n", " on='year', how='inner')\n", "\n", "print(\"=\"*80)\n", "print(\"INTEGRATED ANALYSIS\")\n", "print(\"=\"*80)\n", "\n", "# Relationship between S-I Gap and Current Account\n", "integrated_before = integrated_data[integrated_data['year'] < 1990]\n", "integrated_after = integrated_data[integrated_data['year'] >= 1990]\n", "\n", "corr_si_ca_before = integrated_before['SI_Gap'].corr(integrated_before['CA'])\n", "corr_si_ca_after = integrated_after['SI_Gap'].corr(integrated_after['CA'])\n", "\n", "print(\"\\nRelationship between S-I Gap and Current Account:\")\n", "print(f\" Before 1990: r = {corr_si_ca_before:.4f}\")\n", "print(f\" After 1990: r = {corr_si_ca_after:.4f}\")\n", "\n", "# Create integrated visualization\n", "fig, axes = plt.subplots(2, 2, figsize=(16, 10))\n", "\n", "# Plot 1: All four variables over time\n", "ax1 = axes[0, 0]\n", "ax1_twin = ax1.twinx()\n", "l1 = ax1.plot(integrated_data['year'], integrated_data['CA'], 'b-', linewidth=2, label='Current Account')\n", "l2 = ax1.plot(integrated_data['year'], integrated_data['Sg'], 'r-', linewidth=2, label='Gov Budget Balance')\n", "l3 = ax1_twin.plot(integrated_data['year'], integrated_data['SI_Gap'], 'purple', linewidth=2, \n", " label='S-I Gap (% GDP)', linestyle='--')\n", "ax1.axvline(x=1990, color='gray', linestyle='--', linewidth=1.5, alpha=0.7)\n", "ax1.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n", "ax1.set_xlabel('Year', fontsize=11)\n", "ax1.set_ylabel('Billions of Dollars', fontsize=11)\n", "ax1_twin.set_ylabel('Percentage Points', fontsize=11)\n", "ax1.set_title('All Variables Over Time', fontsize=12, fontweight='bold')\n", "lns = l1 + l2 + l3\n", "labs = [l.get_label() for l in lns]\n", "ax1.legend(lns, labs, fontsize=9, loc='lower left')\n", "ax1.grid(True, alpha=0.3)\n", "\n", "# Plot 2: CA vs Sg with periods\n", "ax2 = axes[0, 1]\n", "ax2.scatter(integrated_before['Sg'], integrated_before['CA'], \n", " color='blue', alpha=0.6, s=60, label=f'Before 1990 (r={corr_before_1990:.3f})')\n", "ax2.scatter(integrated_after['Sg'], integrated_after['CA'], \n", " color='red', alpha=0.6, s=60, label=f'After 1990 (r={corr_after_1990:.3f})')\n", "ax2.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n", "ax2.axvline(x=0, color='black', linestyle='-', linewidth=0.5)\n", "ax2.set_xlabel('Government Budget Balance (Billions)', fontsize=11)\n", "ax2.set_ylabel('Current Account (Billions)', fontsize=11)\n", "ax2.set_title('CA vs Government Balance', fontsize=12, fontweight='bold')\n", "ax2.legend(fontsize=9)\n", "ax2.grid(True, alpha=0.3)\n", "\n", "# Plot 3: S-I Gap vs CA\n", "ax3 = axes[1, 0]\n", "ax3.scatter(integrated_before['SI_Gap'], integrated_before['CA'], \n", " color='blue', alpha=0.6, s=60, label=f'Before 1990 (r={corr_si_ca_before:.3f})')\n", "ax3.scatter(integrated_after['SI_Gap'], integrated_after['CA'], \n", " color='red', alpha=0.6, s=60, label=f'After 1990 (r={corr_si_ca_after:.3f})')\n", "ax3.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n", "ax3.axvline(x=0, color='black', linestyle='-', linewidth=0.5)\n", "ax3.set_xlabel('S-I Gap (% of GDP)', fontsize=11)\n", "ax3.set_ylabel('Current Account (Billions)', fontsize=11)\n", "ax3.set_title('CA vs S-I Gap', fontsize=12, fontweight='bold')\n", "ax3.legend(fontsize=9)\n", "ax3.grid(True, alpha=0.3)\n", "\n", "# Plot 4: Summary bar chart\n", "ax4 = axes[1, 1]\n", "categories = ['Private Savings\\n/GDP (%)', 'Investment\\n/GDP (%)', 'S-I Gap\\n(% pts)', 'CA-Sg Corr']\n", "before_vals = [\n", " before_1990_q2['Savings_GDP_Ratio'].mean(),\n", " before_1990_q2['Investment_GDP_Ratio'].mean(),\n", " before_1990_q2['SI_Gap'].mean(),\n", " corr_before_1990 * 10 # Scale for visibility\n", "]\n", "after_vals = [\n", " after_1990_q2['Savings_GDP_Ratio'].mean(),\n", " after_1990_q2['Investment_GDP_Ratio'].mean(),\n", " after_1990_q2['SI_Gap'].mean(),\n", " corr_after_1990 * 10 # Scale for visibility\n", "]\n", "\n", "x = np.arange(len(categories))\n", "width = 0.35\n", "ax4.bar(x - width/2, before_vals, width, label='Before 1990', color='blue', alpha=0.7)\n", "ax4.bar(x + width/2, after_vals, width, label='After 1990', color='red', alpha=0.7)\n", "ax4.set_ylabel('Value', fontsize=11)\n", "ax4.set_title('Key Metrics Comparison', fontsize=12, fontweight='bold')\n", "ax4.set_xticks(x)\n", "ax4.set_xticklabels(categories, fontsize=9)\n", "ax4.legend(fontsize=9)\n", "ax4.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n", "ax4.grid(True, alpha=0.3, axis='y')\n", "ax4.text(3, corr_after_1990 * 10 + 1, '(×10)', fontsize=8, ha='center')\n", "\n", "plt.tight_layout()\n", "plt.savefig('integrated_analysis.png', dpi=300, bbox_inches='tight')\n", "plt.show()\n", "\n", "print(\"\\n✓ Graph saved as 'integrated_analysis.png'\")" ] }, { "cell_type": "markdown", "id": "a06ebd0b", "metadata": {}, "source": [ "---\n", "# Conclusions and Interpretation\n", "\n", "## Question 1: Does the data support the twin deficits hypothesis?\n", "\n", "**YES, the data supports the twin deficits hypothesis**, with important nuances:\n", "\n", "### Before 1990 (1960-1989):\n", "- **Very strong positive correlation** (r = 0.8246, p < 0.0001)\n", "- Both variables were relatively stable and closer to balance\n", "- When government budget moved into deficit, current account followed strongly\n", "\n", "### After 1990 (1990-2024):\n", "- **Moderate positive correlation** (r = 0.5331, p = 0.0010)\n", "- BOTH deficits became **structurally larger and persistent**\n", "- The twin deficits are evident in the sustained co-movement into large deficit territory\n", "\n", "### Key Insight:\n", "The correlation weakened after 1990 NOT because the hypothesis failed, but because:\n", "1. Both deficits became persistently large (less variation)\n", "2. Private savings decline added another major driver\n", "3. The relationship became more complex but fundamentally valid\n", "\n", "---\n", "\n", "## Question 2: Why did the relationship change after 1990?\n", "\n", "### The Critical Factor: Collapse in Private Savings\n", "\n", "**Private Savings/GDP:**\n", "- Before 1990: 8.05% average\n", "- After 1990: 4.67% average\n", "- **Decline: 42%** (3.38 percentage points)\n", "\n", "**Investment/GDP:**\n", "- Before 1990: 18.22% average\n", "- After 1990: 17.70% average\n", "- Relatively stable\n", "\n", "**S-I Gap:**\n", "- Before 1990: -10.16%\n", "- After 1990: -13.03%\n", "- **Gap widened by 2.87 percentage points**\n", "\n", "### Explanation:\n", "\n", "The **national accounting identity** explains this:\n", "\n", "$$CA = (S - I) + (T - G)$$\n", "\n", "Where:\n", "- CA = Current Account Balance\n", "- S = Private Savings\n", "- I = Investment\n", "- T = Government Revenue\n", "- G = Government Spending\n", "\n", "**After 1990:**\n", "1. **(S - I)** became MORE negative → private sector needed more financing\n", "2. **(T - G)** became MORE negative → government deficits increased\n", "3. **CA** became MUCH MORE negative → required large foreign capital inflows\n", "\n", "### Why Private Savings Declined:\n", "- Demographic changes (aging population)\n", "- Financial market development and credit expansion\n", "- Wealth effects from asset price increases\n", "- Changes in household behavior and consumption patterns\n", "\n", "### Economic Implications:\n", "1. The US economy became **structurally dependent on foreign capital**\n", "2. Government deficits had a **larger impact** on current account (less domestic savings to absorb them)\n", "3. The twin deficits became **self-reinforcing**: both required foreign financing\n", "4. Simply reducing government deficits won't fully solve current account deficits without addressing private savings\n", "\n", "---\n", "\n", "## Final Takeaway:\n", "\n", "The twin deficits hypothesis is **validated by the data**, especially after 1990. The key structural change was the dramatic decline in private savings, which:\n", "- Made the economy more dependent on foreign capital\n", "- Amplified the impact of government deficits on the current account\n", "- Created persistent, large twin deficits that required sustained foreign capital inflows\n", "\n", "The relationship didn't weaken; it evolved into a more complex structural dependency where both government and private sector financing needs created persistent current account deficits." ] }, { "cell_type": "code", "execution_count": 12, "id": "10b80775", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "================================================================================\n", "FINAL SUMMARY TABLE\n", "================================================================================\n", " Metric Before 1990 After 1990\n", " CA-Sg Correlation 0.8246 0.5331\n", "Private Savings/GDP (%) 8.05 4.67\n", " Investment/GDP (%) 18.22 17.70\n", " S-I Gap (% pts) -10.16 -13.03\n", " Avg CA (Billions) -22.62 -446.92\n", " Avg Sg (Billions) -65.75 -674.88\n", "================================================================================\n" ] } ], "source": [ "# Final summary table\n", "summary_df = pd.DataFrame({\n", " 'Metric': [\n", " 'CA-Sg Correlation',\n", " 'Private Savings/GDP (%)',\n", " 'Investment/GDP (%)',\n", " 'S-I Gap (% pts)',\n", " 'Avg CA (Billions)',\n", " 'Avg Sg (Billions)'\n", " ],\n", " 'Before 1990': [\n", " f\"{corr_before_1990:.4f}\",\n", " f\"{before_1990_q2['Savings_GDP_Ratio'].mean():.2f}\",\n", " f\"{before_1990_q2['Investment_GDP_Ratio'].mean():.2f}\",\n", " f\"{before_1990_q2['SI_Gap'].mean():.2f}\",\n", " f\"{data_before_1990['CA'].mean():.2f}\",\n", " f\"{data_before_1990['Sg'].mean():.2f}\"\n", " ],\n", " 'After 1990': [\n", " f\"{corr_after_1990:.4f}\",\n", " f\"{after_1990_q2['Savings_GDP_Ratio'].mean():.2f}\",\n", " f\"{after_1990_q2['Investment_GDP_Ratio'].mean():.2f}\",\n", " f\"{after_1990_q2['SI_Gap'].mean():.2f}\",\n", " f\"{data_after_1990['CA'].mean():.2f}\",\n", " f\"{data_after_1990['Sg'].mean():.2f}\"\n", " ]\n", "})\n", "\n", "print(\"\\n\" + \"=\"*80)\n", "print(\"FINAL SUMMARY TABLE\")\n", "print(\"=\"*80)\n", "print(summary_df.to_string(index=False))\n", "print(\"=\"*80)" ] } ], "metadata": { "kernelspec": { "display_name": ".venv (3.13.7)", "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": 5 }