{ "false_negatives_by_true_class": { "AKIEC": [ { "true": "AKIEC", "predicted": "BCC", "count": 23, "rate_of_true": 0.3770491803278688 }, { "true": "AKIEC", "predicted": "BKL", "count": 13, "rate_of_true": 0.21311475409836064 }, { "true": "AKIEC", "predicted": "SCCKA", "count": 7, "rate_of_true": 0.11475409836065574 }, { "true": "AKIEC", "predicted": "DF", "count": 2, "rate_of_true": 0.03278688524590164 } ], "BCC": [ { "true": "BCC", "predicted": "SCCKA", "count": 21, "rate_of_true": 0.041666666666666664 }, { "true": "BCC", "predicted": "NV", "count": 16, "rate_of_true": 0.031746031746031744 }, { "true": "BCC", "predicted": "BKL", "count": 12, "rate_of_true": 0.023809523809523808 }, { "true": "BCC", "predicted": "AKIEC", "count": 5, "rate_of_true": 0.00992063492063492 }, { "true": "BCC", "predicted": "MEL", "count": 5, "rate_of_true": 0.00992063492063492 }, { "true": "BCC", "predicted": "DF", "count": 2, "rate_of_true": 0.003968253968253968 }, { "true": "BCC", "predicted": "INF", "count": 1, "rate_of_true": 0.001984126984126984 }, { "true": "BCC", "predicted": "VASC", "count": 1, "rate_of_true": 0.001984126984126984 } ], "BEN_OTH": [ { "true": "BEN_OTH", "predicted": "BCC", "count": 4, "rate_of_true": 0.4444444444444444 }, { "true": "BEN_OTH", "predicted": "NV", "count": 2, "rate_of_true": 0.2222222222222222 }, { "true": "BEN_OTH", "predicted": "BKL", "count": 1, "rate_of_true": 0.1111111111111111 }, { "true": "BEN_OTH", "predicted": "MEL", "count": 1, "rate_of_true": 0.1111111111111111 } ], "BKL": [ { "true": "BKL", "predicted": "BCC", "count": 38, "rate_of_true": 0.3486238532110092 }, { "true": "BKL", "predicted": "MEL", "count": 12, "rate_of_true": 0.11009174311926606 }, { "true": "BKL", "predicted": "NV", "count": 12, "rate_of_true": 0.11009174311926606 }, { "true": "BKL", "predicted": "SCCKA", "count": 8, "rate_of_true": 0.07339449541284404 }, { "true": "BKL", "predicted": "AKIEC", "count": 5, "rate_of_true": 0.045871559633027525 }, { "true": "BKL", "predicted": "DF", "count": 1, "rate_of_true": 0.009174311926605505 }, { "true": "BKL", "predicted": "INF", "count": 1, "rate_of_true": 0.009174311926605505 } ], "DF": [ { "true": "DF", "predicted": "NV", "count": 4, "rate_of_true": 0.4 }, { "true": "DF", "predicted": "BCC", "count": 3, "rate_of_true": 0.3 }, { "true": "DF", "predicted": "MEL", "count": 1, "rate_of_true": 0.1 }, { "true": "DF", "predicted": "VASC", "count": 1, "rate_of_true": 0.1 } ], "INF": [ { "true": "INF", "predicted": "BCC", "count": 5, "rate_of_true": 0.5 }, { "true": "INF", "predicted": "DF", "count": 2, "rate_of_true": 0.2 }, { "true": "INF", "predicted": "AKIEC", "count": 1, "rate_of_true": 0.1 }, { "true": "INF", "predicted": "NV", "count": 1, "rate_of_true": 0.1 } ], "MAL_OTH": [ { "true": "MAL_OTH", "predicted": "INF", "count": 1, "rate_of_true": 0.5 }, { "true": "MAL_OTH", "predicted": "SCCKA", "count": 1, "rate_of_true": 0.5 } ], "MEL": [ { "true": "MEL", "predicted": "NV", "count": 36, "rate_of_true": 0.4 }, { "true": "MEL", "predicted": "BCC", "count": 9, "rate_of_true": 0.1 }, { "true": "MEL", "predicted": "BKL", "count": 3, "rate_of_true": 0.03333333333333333 }, { "true": "MEL", "predicted": "AKIEC", "count": 2, "rate_of_true": 0.022222222222222223 }, { "true": "MEL", "predicted": "SCCKA", "count": 1, "rate_of_true": 0.011111111111111112 }, { "true": "MEL", "predicted": "VASC", "count": 1, "rate_of_true": 0.011111111111111112 } ], "NV": [ { "true": "NV", "predicted": "MEL", "count": 16, "rate_of_true": 0.10738255033557047 }, { "true": "NV", "predicted": "BKL", "count": 8, "rate_of_true": 0.053691275167785234 }, { "true": "NV", "predicted": "BCC", "count": 7, "rate_of_true": 0.04697986577181208 }, { "true": "NV", "predicted": "DF", "count": 1, "rate_of_true": 0.006711409395973154 } ], "SCCKA": [ { "true": "SCCKA", "predicted": "BCC", "count": 30, "rate_of_true": 0.3157894736842105 }, { "true": "SCCKA", "predicted": "BKL", "count": 8, "rate_of_true": 0.08421052631578947 }, { "true": "SCCKA", "predicted": "AKIEC", "count": 3, "rate_of_true": 0.031578947368421054 }, { "true": "SCCKA", "predicted": "NV", "count": 1, "rate_of_true": 0.010526315789473684 } ], "VASC": [ { "true": "VASC", "predicted": "BCC", "count": 1, "rate_of_true": 0.1111111111111111 }, { "true": "VASC", "predicted": "MEL", "count": 1, "rate_of_true": 0.1111111111111111 }, { "true": "VASC", "predicted": "NV", "count": 1, "rate_of_true": 0.1111111111111111 } ] }, "false_positives_by_predicted_class": { "AKIEC": [ { "predicted": "AKIEC", "true": "BCC", "count": 5, "rate_of_predicted": 0.15625 }, { "predicted": "AKIEC", "true": "BKL", "count": 5, "rate_of_predicted": 0.15625 }, { "predicted": "AKIEC", "true": "SCCKA", "count": 3, "rate_of_predicted": 0.09375 }, { "predicted": "AKIEC", "true": "MEL", "count": 2, "rate_of_predicted": 0.0625 }, { "predicted": "AKIEC", "true": "INF", "count": 1, "rate_of_predicted": 0.03125 } ], "BCC": [ { "predicted": "BCC", "true": "BKL", "count": 38, "rate_of_predicted": 0.0677361853832442 }, { "predicted": "BCC", "true": "SCCKA", "count": 30, "rate_of_predicted": 0.053475935828877004 }, { "predicted": "BCC", "true": "AKIEC", "count": 23, "rate_of_predicted": 0.040998217468805706 }, { "predicted": "BCC", "true": "MEL", "count": 9, "rate_of_predicted": 0.016042780748663103 }, { "predicted": "BCC", "true": "NV", "count": 7, "rate_of_predicted": 0.012477718360071301 }, { "predicted": "BCC", "true": "INF", "count": 5, "rate_of_predicted": 0.008912655971479501 }, { "predicted": "BCC", "true": "BEN_OTH", "count": 4, "rate_of_predicted": 0.0071301247771836 }, { "predicted": "BCC", "true": "DF", "count": 3, "rate_of_predicted": 0.0053475935828877 }, { "predicted": "BCC", "true": "VASC", "count": 1, "rate_of_predicted": 0.0017825311942959 } ], "BEN_OTH": [], "BKL": [ { "predicted": "BKL", "true": "AKIEC", "count": 13, "rate_of_predicted": 0.16883116883116883 }, { "predicted": "BKL", "true": "BCC", "count": 12, "rate_of_predicted": 0.15584415584415584 }, { "predicted": "BKL", "true": "NV", "count": 8, "rate_of_predicted": 0.1038961038961039 }, { "predicted": "BKL", "true": "SCCKA", "count": 8, "rate_of_predicted": 0.1038961038961039 }, { "predicted": "BKL", "true": "MEL", "count": 3, "rate_of_predicted": 0.03896103896103896 }, { "predicted": "BKL", "true": "BEN_OTH", "count": 1, "rate_of_predicted": 0.012987012987012988 } ], "DF": [ { "predicted": "DF", "true": "AKIEC", "count": 2, "rate_of_predicted": 0.2222222222222222 }, { "predicted": "DF", "true": "BCC", "count": 2, "rate_of_predicted": 0.2222222222222222 }, { "predicted": "DF", "true": "INF", "count": 2, "rate_of_predicted": 0.2222222222222222 }, { "predicted": "DF", "true": "BKL", "count": 1, "rate_of_predicted": 0.1111111111111111 }, { "predicted": "DF", "true": "NV", "count": 1, "rate_of_predicted": 0.1111111111111111 } ], "INF": [ { "predicted": "INF", "true": "BCC", "count": 1, "rate_of_predicted": 0.25 }, { "predicted": "INF", "true": "BKL", "count": 1, "rate_of_predicted": 0.25 }, { "predicted": "INF", "true": "MAL_OTH", "count": 1, "rate_of_predicted": 0.25 } ], "MAL_OTH": [], "MEL": [ { "predicted": "MEL", "true": "NV", "count": 16, "rate_of_predicted": 0.21621621621621623 }, { "predicted": "MEL", "true": "BKL", "count": 12, "rate_of_predicted": 0.16216216216216217 }, { "predicted": "MEL", "true": "BCC", "count": 5, "rate_of_predicted": 0.06756756756756757 }, { "predicted": "MEL", "true": "BEN_OTH", "count": 1, "rate_of_predicted": 0.013513513513513514 }, { "predicted": "MEL", "true": "DF", "count": 1, "rate_of_predicted": 0.013513513513513514 }, { "predicted": "MEL", "true": "VASC", "count": 1, "rate_of_predicted": 0.013513513513513514 } ], "NV": [ { "predicted": "NV", "true": "MEL", "count": 36, "rate_of_predicted": 0.18947368421052632 }, { "predicted": "NV", "true": "BCC", "count": 16, "rate_of_predicted": 0.08421052631578947 }, { "predicted": "NV", "true": "BKL", "count": 12, "rate_of_predicted": 0.06315789473684211 }, { "predicted": "NV", "true": "DF", "count": 4, "rate_of_predicted": 0.021052631578947368 }, { "predicted": "NV", "true": "BEN_OTH", "count": 2, "rate_of_predicted": 0.010526315789473684 }, { "predicted": "NV", "true": "INF", "count": 1, "rate_of_predicted": 0.005263157894736842 }, { "predicted": "NV", "true": "SCCKA", "count": 1, "rate_of_predicted": 0.005263157894736842 }, { "predicted": "NV", "true": "VASC", "count": 1, "rate_of_predicted": 0.005263157894736842 } ], "SCCKA": [ { "predicted": "SCCKA", "true": "BCC", "count": 21, "rate_of_predicted": 0.23076923076923078 }, { "predicted": "SCCKA", "true": "BKL", "count": 8, "rate_of_predicted": 0.08791208791208792 }, { "predicted": "SCCKA", "true": "AKIEC", "count": 7, "rate_of_predicted": 0.07692307692307693 }, { "predicted": "SCCKA", "true": "MAL_OTH", "count": 1, "rate_of_predicted": 0.01098901098901099 }, { "predicted": "SCCKA", "true": "MEL", "count": 1, "rate_of_predicted": 0.01098901098901099 } ], "VASC": [ { "predicted": "VASC", "true": "BCC", "count": 1, "rate_of_predicted": 0.1111111111111111 }, { "predicted": "VASC", "true": "DF", "count": 1, "rate_of_predicted": 0.1111111111111111 }, { "predicted": "VASC", "true": "MEL", "count": 1, "rate_of_predicted": 0.1111111111111111 } ] }, "top_confusion_pairs": [ { "true": "BKL", "predicted": "BCC", "count": 38, "rate_of_true": 0.3486238532110092 }, { "true": "MEL", "predicted": "NV", "count": 36, "rate_of_true": 0.4 }, { "true": "SCCKA", "predicted": "BCC", "count": 30, "rate_of_true": 0.3157894736842105 }, { "true": "AKIEC", "predicted": "BCC", "count": 23, "rate_of_true": 0.3770491803278688 }, { "true": "BCC", "predicted": "SCCKA", "count": 21, "rate_of_true": 0.041666666666666664 }, { "true": "BCC", "predicted": "NV", "count": 16, "rate_of_true": 0.031746031746031744 }, { "true": "NV", "predicted": "MEL", "count": 16, "rate_of_true": 0.10738255033557047 }, { "true": "AKIEC", "predicted": "BKL", "count": 13, "rate_of_true": 0.21311475409836064 }, { "true": "BCC", "predicted": "BKL", "count": 12, "rate_of_true": 0.023809523809523808 }, { "true": "BKL", "predicted": "MEL", "count": 12, "rate_of_true": 0.11009174311926606 }, { "true": "BKL", "predicted": "NV", "count": 12, "rate_of_true": 0.11009174311926606 }, { "true": "MEL", "predicted": "BCC", "count": 9, "rate_of_true": 0.1 }, { "true": "BKL", "predicted": "SCCKA", "count": 8, "rate_of_true": 0.07339449541284404 }, { "true": "NV", "predicted": "BKL", "count": 8, "rate_of_true": 0.053691275167785234 }, { "true": "SCCKA", "predicted": "BKL", "count": 8, "rate_of_true": 0.08421052631578947 }, { "true": "AKIEC", "predicted": "SCCKA", "count": 7, "rate_of_true": 0.11475409836065574 }, { "true": "NV", "predicted": "BCC", "count": 7, "rate_of_true": 0.04697986577181208 }, { "true": "BCC", "predicted": "AKIEC", "count": 5, "rate_of_true": 0.00992063492063492 }, { "true": "BCC", "predicted": "MEL", "count": 5, "rate_of_true": 0.00992063492063492 }, { "true": "BKL", "predicted": "AKIEC", "count": 5, "rate_of_true": 0.045871559633027525 } ], "watched_confusion_patterns": [ { "true": "BCC", "predicted": "SCCKA", "count": 21, "rate_of_true": 0.041666666666666664 }, { "true": "BCC", "predicted": "BKL", "count": 12, "rate_of_true": 0.023809523809523808 }, { "true": "BKL", "predicted": "SCCKA", "count": 8, "rate_of_true": 0.07339449541284404 }, { "true": "SCCKA", "predicted": "BKL", "count": 8, "rate_of_true": 0.08421052631578947 }, { "true": "AKIEC", "predicted": "SCCKA", "count": 7, "rate_of_true": 0.11475409836065574 }, { "true": "BCC", "predicted": "AKIEC", "count": 5, "rate_of_true": 0.00992063492063492 }, { "true": "INF", "predicted": "BCC", "count": 5, "rate_of_true": 0.5 }, { "true": "SCCKA", "predicted": "AKIEC", "count": 3, "rate_of_true": 0.031578947368421054 }, { "true": "INF", "predicted": "NV", "count": 1, "rate_of_true": 0.1 } ] }