| Asian | Black or African American | Hispanic or Latino | Other | White | |||||
---|---|---|---|---|---|---|---|---|---|---|
 | Observed difference | p_val | Observed difference | p_val | Observed difference | p_val | Observed difference | p_val | Observed difference | p_val |
Ridge classifier | − 0.2812 | 0.009 | − 0.0241 | 0.366 | − 0.2208 | 0.038 | 0.0011 | 0.528 | 0.0175 | 0.286 |
Perceptron | − 0.2748 | 0.007 | 0.0078 | 0.448 | − 0.2453 | 0.025 | − 0.0026 | 0.502 | 0.0158 | 0.312 |
Passive-aggressive | − 0.3188 | 0.003 | − 0.0075 | 0.464 | − 0.1749 | 0.083 | 0.0159 | 0.381 | 0.0111 | 0.370 |
kNN | − 0.1314 | 0.141 | − 0.0628 | 0.219 | − 0.1865 | 0.069 | − 0.0144 | 0.372 | 0.0214 | 0.245 |
Random forest | − 0.0834 | 0.207 | − 0.0939 | 0.046 | − 0.1226 | 0.112 | 0.0536 | 0.120 | 0.0056 | 0.429 |
LinearSVC_L1 | − 0.2819 | 0.012 | − 0.0172 | 0.410 | − 0.2247 | 0.039 | 0.0003 | 0.481 | 0.0173 | 0.285 |
LinearSVC_L2 | − 0.2815 | 0.009 | − 0.0221 | 0.385 | − 0.2211 | 0.045 | 0.0005 | 0.490 | 0.0175 | 0.294 |
SGDClassifier_L1 | − 0.2872 | 0.008 | − 0.0041 | 0.482 | − 0.2159 | 0.044 | 0.0036 | 0.478 | 0.0184 | 0.266 |
SGDClassifier_L2 | − 0.2900 | 0.008 | − 0.0087 | 0.455 | − 0.2182 | 0.039 | 0.0044 | 0.469 | 0.0191 | 0.263 |
SGDClassifier_EN | − 0.2905 | 0.010 | − 0.0046 | 0.461 | − 0.2186 | 0.058 | 0.0050 | 0.497 | 0.0181 | 0.300 |
MultinomialNB | − 0.2797 | 0.010 | 0.0671 | 0.182 | − 0.2373 | 0.033 | 0.0051 | 0.484 | 0.0051 | 0.416 |
BernoulliNB | − 0.1974 | 0.025 | − 0.0034 | 0.483 | 0.0476 | 0.331 | 0.0173 | 0.368 | 0.0012 | 0.490 |
Logistic regression | − 0.2875 | 0.010 | − 0.0257 | 0.377 | − 0.2061 | 0.054 | 0.0043 | 0.495 | 0.0174 | 0.273 |
SVC_rbf | − 0.3085 | 0.005 | 0.0042 | 0.480 | − 0.2311 | 0.031 | − 0.0176 | 0.383 | 0.0175 | 0.275 |
SVC_poly | − 0.2978 | 0.006 | 0.0027 | 0.483 | − 0.2751 | 0.017 | 0.0087 | 0.431 | 0.0154 | 0.287 |
SVC_sigmoid | − 0.1343 | 0.144 | − 0.0941 | 0.083 | − 0.0606 | 0.332 | − 0.0099 | 0.455 | 0.0208 | 0.247 |