Figure 2 | Scientific Reports

Figure 2

From: Forecasting the progression of human civilization on the Kardashev Scale through 2060 with a machine learning approach

Figure 2

Impact of major input parameters on the model output and performance of the RF model. (A) The selected factors’ impacts on the total energy consumption are measured by their SHAP values. The color of each individual dot represents the value of that feature. (B) The model projection is compared with the validation dataset, which is extracted as 20% of the input data. A dashed line with a unit slope is shown for reference.

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