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I want to use the python Shap module to interpret user supplied nonlinear functions. I'll take just one simple example as a representative, but it cannot run successfully. I would like to ask if Shap can be used for this simple model and if yes how to implement it.

Here is my code.

I want to make a contract about static methods/properties in order to use them in a generic setting. Like this:

I'm trying to create a force_plot for my Random Forest model that has two classes (1 and 2), but I am a bit confused about the parameters for the force_plot.

I have two different force_plot parameters I can provide the following:

I need to plot how each feature impacts the predicted probability for each sample from my LightGBM binary classifier. So I need to output Shap values in probability, instead of normal Shap values. It does not appear to have any options to output in term of probability.

The example code below is what I use to generate dataframe of Shap values and do a force_plot for the first data sample. Does anyone know how I should modify the code to change the output? I'm new to Shap value and the Shap package. Thanks a lot in advance.

I'm using shap.utils.hclust to figure out which features are redundant and following the documentation

Reproducible example:

I am trying to build a dashboard of my NLP project. So I am using a BERT model for the predictions, the SHAP package for the visualization and Streamlit for creating dashboard:

Am working on a binary classification problem with 1000 rows and 15 features.

Currently am using Lime to explain the predictions of each instance.

I use the below code to generate explanations for full test dataframe

I would like to be able to robustly stop a video when the video arrives on some specified frames in order to do oral presentations based on videos made with Blender, Manim...

I'm aware of this question, but the problem is that the video does not stops exactly at the good frame. Sometimes it continues forward for one frame and when I force it to come back to the initial frame we see the video going backward, which is weird. Even worse, if the next frame is completely different (different background...) this will be very visible.

To illustrate my issues, I created a demo project here (just click "next" and see that when the video stops, sometimes it goes backward). The full code is here.

The important part of the code I'm using is:

How do you group a combination of delimiters, such as 1. or 2)?

For example, given a string like, '1. I like food! 2. She likes 2 baloons.', how can you separate such a sentence?

As another example, given the input