Edwin Salguero
Enhanced FRED ML with improved Reports & Insights page, fixed alignment analysis, and comprehensive analytics improvements
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| ================================================================================ | |
| ECONOMIC INDICATORS ALIGNMENT & DEVIATION ANALYSIS REPORT | |
| ================================================================================ | |
| 📊 LONG-TERM ALIGNMENT ANALYSIS | |
| ---------------------------------------- | |
| • Increasing Alignment Pairs: 79 | |
| • Decreasing Alignment Pairs: 89 | |
| • Stable Alignment Pairs: 30 | |
| • Strong Trends: 58 | |
| 🔺 Pairs with Increasing Alignment: | |
| - GDPC1_vs_INDPRO | |
| - GDPC1_vs_INDPRO | |
| - GDPC1_vs_INDPRO | |
| - GDPC1_vs_TCU | |
| - GDPC1_vs_TCU | |
| 🔻 Pairs with Decreasing Alignment: | |
| - GDPC1_vs_RSAFS | |
| - GDPC1_vs_RSAFS | |
| - GDPC1_vs_RSAFS | |
| - GDPC1_vs_PAYEMS | |
| - GDPC1_vs_CPIAUCSL | |
| ⚠️ SUDDEN DEVIATION ANALYSIS | |
| ----------------------------------- | |
| • Total Deviations Detected: 61 | |
| • Indicators with Deviations: 12 | |
| • Extreme Events: 61 | |
| 📈 Most Volatile Indicators: | |
| - FEDFUNDS: 0.6602 volatility | |
| - DGS10: 0.1080 volatility | |
| - UNRATE: 0.0408 volatility | |
| - DEXUSEU: 0.0162 volatility | |
| - RSAFS: 0.0161 volatility | |
| 🚨 Recent Extreme Events: | |
| - GDPC1: 2022-07-01 (Z-score: 2.95) | |
| - INDPRO: 2022-12-31 (Z-score: -2.95) | |
| - RSAFS: 2024-09-30 (Z-score: 3.07) | |
| - TCU: 2022-12-31 (Z-score: -3.16) | |
| - PAYEMS: 2024-12-31 (Z-score: 2.29) | |
| - CPIAUCSL: 2021-06-30 (Z-score: 2.70) | |
| - PCE: 2023-01-01 (Z-score: 2.47) | |
| - FEDFUNDS: 2024-09-30 (Z-score: -3.18) | |
| - DGS10: 2023-09-30 (Z-score: 3.04) | |
| - M2SL: 2024-03-31 (Z-score: 3.04) | |
| - DEXUSEU: 2021-09-30 (Z-score: -2.91) | |
| - UNRATE: 2023-09-30 (Z-score: 3.09) | |
| ================================================================================ | |
| Analysis completed successfully. |