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### 4. Expert Specialization Analysis Tools
We provide all the analysis scripts used in the paper.
You can use [`expert_data.py`](analysis/expert_data.py) to sample data points towards experts ids across different class-conditional. Then,
file headmap_xx.py is used to visualize the frequency of expert selection for different scenarios.
You can use [`expert_data.py`](analysis/expert_data.py) to sample data points towards experts ids across different class-conditional.
Then, a series of files headmap_xx.py are used to visualize the frequency of expert selection for different scenarios.
Quick validation can be achieved by adjusting the number of sampled data and the save path.