Impact Breakdown

Analysis of performance impact across different perturbation levels

{{ (raw_impact * 100)|round|int }}% Raw Impact
Impact of Gaussian noise on model performance
{% if raw_impact < 0.1 %} Excellent resistance to random noise {% elif raw_impact < 0.2 %} Good resistance to random noise {% elif raw_impact < 0.3 %} Moderate sensitivity to random noise {% elif raw_impact < 0.4 %} Significant sensitivity to random noise {% else %} High sensitivity to random noise {% endif %}
{{ (quantile_impact * 100)|round|int }}% Quantile Impact
Impact of feature value distribution shifts
{% if quantile_impact < 0.1 %} Excellent resistance to distribution shifts {% elif quantile_impact < 0.2 %} Good resistance to distribution shifts {% elif quantile_impact < 0.3 %} Moderate sensitivity to distribution shifts {% elif quantile_impact < 0.4 %} Significant sensitivity to distribution shifts {% else %} High sensitivity to distribution shifts {% endif %}

Impact at Different Perturbation Levels

Level data will be displayed here