Akai Kaeru's XAI Dashboard: See it all in one place
The top left plot contains the Group Bubble Chart. Each circle in this plot represents a collection of stocks which are similar in some way and where the returns are unusually high (green) or low (red). The opacity of the group tells us how important the x-axis attribute is in defining the groups. In this example, we can see a strong trend in which lower volatility is associated with higher returns. Additionally, the opacity of the groups tells us that volatility only becomes really important at its extremes.
The user can select a group for further analysis. This is indicated by the circle with the black outline in the upper left of the bubble chart. The Group Summary in the top right panel show more detailed information. We can see that the selected group is described by low volatility (i.e. volatility <= 1.44) and high dividend (i.e. dividend >= 2.32).
This is the same dashboard, now showing the Group Detail in the top right panel (selected by pushing the respective tab on the top). The three cells for each feature are colored by the number of stocks in the low, mid, and high value interval. It indicates the attribute's most dominant (if any) value interval in the chosen group of stocks. We can see that the values for volatility are on the lower end while the values for dividend are on the higher end.
The green bar in the last column shows for each feature the strength of its effect on return which is positive for all features -- it would be colored red if the effect was negative.