Edwin Salguero
commited on
Commit
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b8de7e3
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Parent(s):
4438f96
Remove all PNG files and exports directory to clean repository
Browse files
data/exports/comprehensive_analysis_report.txt
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================================================================================
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FRED ML - COMPREHENSIVE ECONOMIC ANALYSIS REPORT
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================================================================================
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Report Generated: 2025-07-16 21:18:16
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Analysis Period: 1990-03-31 to 2025-03-31
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Economic Indicators: GDPC1, INDPRO, RSAFS
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Total Observations: 141
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DATA QUALITY SUMMARY:
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----------------------------------------
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missing_data:
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outliers:
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INDPRO: 8.5% outliers
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STATISTICAL MODELING SUMMARY:
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----------------------------------------
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Regression Analysis:
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FORECASTING SUMMARY:
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----------------------------------------
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GDPC1: Forecast generated
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INDPRO: Forecast generated
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RSAFS: Forecast generated
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KEY INSIGHTS:
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----------------------------------------
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• Analysis covers 3 economic indicators from 1990-03 to 2025-03
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• Dataset contains 141 observations with 423 total data points
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• Generated 3 forecasting insights
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• Generated 2 segmentation insights
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• Generated 0 statistical insights
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================================================================================
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END OF REPORT
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================================================================================
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data/exports/regression_summary.txt
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OLS Regression Results
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==============================================================================
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Dep. Variable: GDP R-squared: 0.971
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Model: OLS Adj. R-squared: 0.970
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Method: Least Squares F-statistic: 839.9
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Date: Thu, 10 Jul 2025 Prob (F-statistic): 5.55e-76
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Time: 22:30:42 Log-Likelihood: -903.30
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No. Observations: 105 AIC: 1817.
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Df Residuals: 100 BIC: 1830.
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Df Model: 4
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Covariance Type: nonrobust
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==============================================================================
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coef std err t P>|t| [0.025 0.975]
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------------------------------------------------------------------------------
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const -328.8855 630.799 -0.521 0.603 -1580.374 922.603
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UNRATE -21.7142 79.789 -0.272 0.786 -180.013 136.584
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CPIAUCSL 85.7935 2.036 42.144 0.000 81.755 89.832
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FEDFUNDS 492.3433 92.591 5.317 0.000 308.646 676.041
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DGS10 -883.8622 122.881 -7.193 0.000 -1127.655 -640.070
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==============================================================================
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Omnibus: 12.409 Durbin-Watson: 2.138
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Prob(Omnibus): 0.002 Jarque-Bera (JB): 13.297
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Skew: 0.746 Prob(JB): 0.00130
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Kurtosis: 3.902 Cond. No. 812.
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==============================================================================
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Notes:
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[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
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data/exports/visualizations/metadata_20250711_203710.json
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{
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"analysis_type": "comprehensive",
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"timestamp": "2025-07-11T20:37:10.701849",
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"charts_generated": [
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"time_series",
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"correlation",
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"distributions",
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"pca",
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"clustering",
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"forecast"
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],
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"output_dir": "data/exports/visualizations"
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}
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data/exports/visualizations/metadata_20250711_212822.json
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{
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"analysis_type": "comprehensive",
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"timestamp": "2025-07-11T21:28:22.319221",
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"charts_generated": [
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"time_series",
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"correlation",
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"distributions",
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"pca",
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"clustering",
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"forecast"
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],
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"output_dir": "/Users/edwin/Desktop/Business/Technological/FRED_ML/data/exports/visualizations"
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}
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