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International Monetary Fund. European Dept.

1. A Short Introduction on ML Algorithms 2. Backtesting Performance of Selected Methods APPENDIX I. Data Description CORPORATE LIQUIDITY AND SOLVENCY DURING THE PANDEMIC AND POLICY RESPONSE A. Introduction B. Data and Methodology C. Liquidity and Solvency Gaps Estimates D. Conclusions and Policy Response Going Forward References FIGURES 1. Corporate Sector: Pre-COVID Selected Indicators 2. Firms Distribution by Sector 3. Corporate Sector: Distribution of Firms by Liquidity and Solvency Stance 4. Corporate Sector: Liquidity and Solvency