| group,feature_set,model,n_features,n_deposits,n_background,roc_auc,auc_fold_std,avg_precision,deposits_found_at_10pct_false_alarms |
| all points,multispectral,Logistic Regression,14,975,1950,0.7978093359631822,0.04829397426698949,0.6534899069655407,0.44 |
| all points,multispectral,Random Forest,14,975,1950,0.8113769888231426,0.03171366817878584,0.7056254485274243,0.48615384615384616 |
| all points,multispectral,Extra Trees,14,975,1950,0.815288888888889,0.03098100552943903,0.7116452071494451,0.49846153846153846 |
| all points,multispectral,Gradient Boosting,14,975,1950,0.807692570677186,0.03836317823404712,0.6964922683935806,0.46974358974358976 |
| all points,multispectral,SVM (RBF),14,975,1950,0.8026266929651545,0.039457409764359505,0.6955230156788387,0.4748717948717949 |
| all points,multispectral,k-Nearest Neighbours,14,975,1950,0.8092920447074292,0.031070795667892843,0.7011301770132522,0.4728205128205128 |
| all points,multispectral,XGBoost,14,975,1950,0.8180302432610126,0.03518990705199905,0.716214315743103,0.49641025641025643 |
| all points,multispectral,LightGBM,14,975,1950,0.8072925706771861,0.03856077733617147,0.7004081049426543,0.4841025641025641 |
| all points,multispectral,Statistical engine (average score),14,975,1950,0.7204607495069033,0.04619974061359895,0.4936336459574502,0.22564102564102564 |
| all points,multispectral,Statistical engine (likelihood variant),14,975,1950,0.7717827744904667,0.04453565211754714,0.6139100160720949,0.38051282051282054 |
| all points,+thermal,Logistic Regression,18,975,1950,0.8048646942800788,0.048670425284750504,0.6704963244008962,0.49743589743589745 |
| all points,+thermal,Random Forest,18,975,1950,0.8230366863905326,0.03771651807370374,0.7375224282544328,0.52 |
| all points,+thermal,Extra Trees,18,975,1950,0.8277754109138724,0.032886975301782896,0.7430881312180503,0.52 |
| all points,+thermal,Gradient Boosting,18,975,1950,0.8171329388560158,0.0305669363780654,0.7286261272043494,0.517948717948718 |
| all points,+thermal,SVM (RBF),18,975,1950,0.8067576594345824,0.04403948050558819,0.7200566430936248,0.5097435897435898 |
| all points,+thermal,k-Nearest Neighbours,18,975,1950,0.8218519395134779,0.037921481995148394,0.7333951770466505,0.5169230769230769 |
| all points,+thermal,XGBoost,18,975,1950,0.8222017094017096,0.03434949004815861,0.7400882934198096,0.518974358974359 |
| all points,+thermal,LightGBM,18,975,1950,0.8187797501643655,0.026882005647777093,0.7293135086386172,0.517948717948718 |
| all points,+thermal,Statistical engine (average score),18,975,1950,0.7224278763971071,0.04843538875362292,0.48904332710514087,0.20615384615384616 |
| all points,+thermal,Statistical engine (likelihood variant),18,975,1950,0.7663326758711374,0.04797302108497935,0.6121964077017921,0.3446153846153846 |
| all points,+terrain,Logistic Regression,20,975,1950,0.8477696252465484,0.04468017850541813,0.7504678397393346,0.597948717948718 |
| all points,+terrain,Random Forest,20,975,1950,0.8527560815253122,0.038711338838609735,0.789665923270106,0.5917948717948718 |
| all points,+terrain,Extra Trees,20,975,1950,0.8518451019066403,0.03683923719489913,0.7874004439990869,0.5723076923076923 |
| all points,+terrain,Gradient Boosting,20,975,1950,0.8534295857988166,0.03517772923014977,0.7834737157608991,0.5938461538461538 |
| all points,+terrain,SVM (RBF),20,975,1950,0.8449283366206443,0.03897389624759202,0.7875650878336848,0.607925407925408 |
| all points,+terrain,k-Nearest Neighbours,20,975,1950,0.840007889546351,0.047363768659445166,0.7722127738805417,0.5682051282051283 |
| all points,+terrain,XGBoost,20,975,1950,0.8577130834976988,0.031968771369959494,0.7922183200347811,0.6030769230769231 |
| all points,+terrain,LightGBM,20,975,1950,0.8490729783037476,0.034723805284083094,0.7839712035296407,0.6082051282051282 |
| all points,+terrain,Statistical engine (average score),20,975,1950,0.7362003944773177,0.046209414590118056,0.517869769514067,0.24205128205128204 |
| all points,+terrain,Statistical engine (likelihood variant),20,975,1950,0.7816005259697567,0.04921159088149302,0.6400893974324884,0.4164102564102564 |
| hyperspectral subset,all (no hyperspectral),Logistic Regression,20,198,198,0.8416743189470464,0.041298600710455144,0.8396141715951531,0.6363636363636364 |
| hyperspectral subset,all (no hyperspectral),Random Forest,20,198,198,0.789766350372411,0.05348384526866637,0.7804937263445483,0.42424242424242425 |
| hyperspectral subset,all (no hyperspectral),Extra Trees,20,198,198,0.8027497194163862,0.053643084055194586,0.7925302671116928,0.4494949494949495 |
| hyperspectral subset,all (no hyperspectral),Gradient Boosting,20,198,198,0.7641822263034386,0.07849596063226243,0.7678780898073382,0.398989898989899 |
| hyperspectral subset,all (no hyperspectral),SVM (RBF),20,198,198,0.8080297928782778,0.05557421706276443,0.7978013085104021,0.5808080808080808 |
| hyperspectral subset,all (no hyperspectral),k-Nearest Neighbours,20,198,198,0.7367488011427406,0.04566655560719369,0.7233126862505572,0.37373737373737376 |
| hyperspectral subset,all (no hyperspectral),XGBoost,20,198,198,0.7893837363534333,0.06525598445257057,0.7982786310936424,0.5 |
| hyperspectral subset,all (no hyperspectral),LightGBM,20,198,198,0.7679318436894195,0.056467602675083446,0.7703327676516704,0.45454545454545453 |
| hyperspectral subset,all (no hyperspectral),Statistical engine (average score),20,198,198,0.6709519436792164,0.12601275774506865,0.6083053332048138,0.12121212121212122 |
| hyperspectral subset,all (no hyperspectral),Statistical engine (likelihood variant),20,198,198,0.7540046933986327,0.11100487515611751,0.7300730330448137,0.35353535353535354 |
| hyperspectral subset,all + hyperspectral,Logistic Regression,32,198,198,0.8456279971431486,0.028895403520911384,0.8510738770852317,0.6414141414141414 |
| hyperspectral subset,all + hyperspectral,Random Forest,32,198,198,0.8052749719416386,0.0553745193166513,0.7961658917443148,0.4393939393939394 |
| hyperspectral subset,all + hyperspectral,Extra Trees,32,198,198,0.8083358840934598,0.04428035429102547,0.7983398605909524,0.41919191919191917 |
| hyperspectral subset,all + hyperspectral,Gradient Boosting,32,198,198,0.7984389348025712,0.06890109393528299,0.7937859120276203,0.4595959595959596 |
| hyperspectral subset,all + hyperspectral,SVM (RBF),32,198,198,0.8199673502703805,0.026786182419844366,0.8036088535039119,0.5202020202020202 |
| hyperspectral subset,all + hyperspectral,k-Nearest Neighbours,32,198,198,0.7287776757473727,0.07903582061617175,0.7071624045634473,0.23232323232323232 |
| hyperspectral subset,all + hyperspectral,XGBoost,32,198,198,0.8046882971125396,0.07041629549280137,0.8162243345230029,0.5202020202020202 |
| hyperspectral subset,all + hyperspectral,LightGBM,32,198,198,0.7951229466380981,0.07235219570467685,0.7955512741791917,0.51010101010101 |
| hyperspectral subset,all + hyperspectral,Statistical engine (average score),32,198,198,0.703729211304969,0.11746223268994227,0.6553299627193483,0.1919191919191919 |
| hyperspectral subset,all + hyperspectral,Statistical engine (likelihood variant),32,198,198,0.7347974696459545,0.09085696335004816,0.6647054256942183,0.17676767676767677 |
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