Algorithm | Precision | Recall | |
---|---|---|---|
Decision Tree | 0.78 | 0.77 | 0.78 |
Support Vector Machine | 0.78 | 0.76 | 0.77 |
Neural Networks | 0.83 | 0.82 | 0.83 |
Naïve Bayes | 0.81 | 0.82 | 0.81 |
HasARealName (true) | NotHasARealName | Total | |
---|---|---|---|
Protected | 106,053 (55.37%) | 217,541 (54.24%) | 323,594 (54.61%) |
Public | 85,451 (44.62%) | 183,464 (45.75%) | 268,915 (45.38%) |
Total | 191,504 (100%) | 401,005 (100%) | 592,509 (100%) |
Female | Male | Undefined | Total | |
---|---|---|---|---|
Protected Accounts | 227,238 (55.34%) | 288,235 (44.68%) | 268,915 (45.38%) | 784,388 (47.66%) |
Public Accounts | 183,358 (44.65%) | 354,166 (55.13%) | 323,594 (54.61%) | 861,118 (52.33%) |
Total | 410,596 (100%) | 642,401 (100%) | 592,509 (100%) | 1,645,506 (100%) |
Results obtained by | Results obtained by adding gender | |||||
---|---|---|---|---|---|---|
Algorithm | Precision | Recall | F-Score | Precision | Recall | |
Naïve Bayes | 0.66 | 0.67 | 0.66 | 0.67 | 0.68 | 0.66 |
Logistic | 0.69 | 0.70 | 0.69 | 0.69 | 0.71 | 0.69 |
J48 | 0.68 | 0.66 | 0.67 | 0.67 | 0.68 | 0.67 |
KNN | 0.67 | 0.59 | 0.63 | 0.67 | 0.59 | 0.63 |