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jvandyck
Helper IV
Helper IV

Shap value visualization in power bi

Hi

I am trying to visualize the output of a prediction model.

I have features, and these features produce a probability of the target. The output also includes the shap value of each feature, meaning the influence it has on the probability of the target.

The visualisation looks like this:

jvandyck_0-1701441822546.png

Each line is a feature and each bubble represents an observation. The colors indicate the value of the feature. The influence is on the X-axis. 

EG. the first feature, seniority in company: red means higher seniority and blue means lower seniority. The chart shows that lower seniority has a positive impact on the probability of the target, whereas higher seniority has a negative impact.

I am not able to find a PBI visualisation capable of showing this? Any siuggestions? Anyone who has developed something alike in python and imported it in pbi?

23 REPLIES 23

Would you mind providing some sample data?

 

Example Gallery | Vega-Lite

 


@jvandyck wrote:

Thanks, a sample with explanation can be found here: https://acerta-my.sharepoint.com/:f:/g/personal/joos_van_dyck_acerta_be/Eqg3ZcJxz79LhEQNoCM-cH0BrORG...


@jvandyck, this link has expired. Can you renew it? Thanks.



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