Predicting Panama's election results

In April, I used machine learning and AI to publish a prediction of the 2024 Panama election results. Among them, the “dashed line in Figure 1” represents my prediction of the election results, and the arrangement of the “square colors in Figure 1” represents the prediction results of the last opinion poll. With the announcement of the election results on May 5, my prediction accuracy has reached a satisfactory level, with an error rate of only about 1.3%. Here I found out whether we can do more with AI?

Figure 1 (Machine Learning Prediction Results) Figure 1 (Machine Learning Prediction Results) The results of the last official opinion poll The final Panamanian election results