| Feature | Missing value count | Missing value percent |
| Tumor_stage | 501 | 26.31% |
| 3-gene_classifier_subtype | 106 | 10.71% |
| Primary_tumor_laterality | 72 | 5.57% |
| Neoplasm_histologic_grade | 54 | 3.78% |
| Cellularity | 45 | 2.84% |
| Mutation_count | 30 | 2.36% |
| Er_status_measured_by_ihc | 22 | 1.58% |
| Type_of_breast_surgery | 20 | 1.16% |
| Tumor_size | 15 | 1.05% |
| Tumor_other_histologic_subtype | 15 | 0.79% |
| Cancer_type_detailed | 15 | 0.79% |
| Oncotree_code | 15 | 0.79% |
| Death_from_cancer | 1 | 0.53% |