Figure 4
A horizontal bar chart displays the mean absolute “S H A P” value for various financial features.The horizontal axis is labeled “mean(StartAbsoluteValue S H A P value EndAbsoluteValue) (average impact on model output magnitude)” and ranges from 0.000 to 0.035 in increments of 0.005 units. The features are listed on the vertical axis, ordered from most impactful at the top to least impactful at the bottom. The data from the bars are as follows: Inventories: 0.035. Net Profit: 0.028. Inventory Turnover: 0.018. Share Capital: 0.016. Taxes: 0.012. Days Payable:0.012. Outstanding: 0.012.Tangibles: 0.011. Total Value Production: 0.011. Days Sales Outstanding: 0.010. Sales: 0.009. Financial Income: 0.008. Operating Result: 0.008. Accounts Payables: 0.006. Current Activities: 0.005. Intangibles: 0.0048. Accounts Receivables: 0.0046. Current Liabilities: 0.0045. Debts: 0.004. Equity: 0.004. Cash and Cash Equivalent: 0.0035. Note: All numerical values are approximated.

Global feature importance plot

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