Commit 31d3d922 authored by thecml's avatar thecml
Browse files

tweaked some params

parent 611cdee2
Pipeline #100408 passed with stage
in 4 minutes and 39 seconds
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\ No newline at end of file
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"iconic-sweep-55","13","-","","0.7","5","0.1","10","10","64","84","0.6000000000000001","false","1","0.65","0.788","0.733"
"fallen-sweep-54","12","-","","0.6","7","0.1","18","6","8","150","0.2","true","1","0.35","0","0.65"
"dandy-sweep-53","11","-","","0.7","9","0.1","5","9","1","157","0.2","false","0.3","0.65","0.788","0.65"
"celestial-sweep-52","11","-","","0.5","3","0.2","6","8","2","150","0.4","false","0.3","0.65","0.788","0.652"
"celestial-sweep-51","13","-","","0.5","3","0.05","12","6","4","54","0.2","true","0.3","0.35","0","0.65"
"morning-sweep-50","12","-","","0.7","9","0.2","18","3","64","165","0.1","true","1","0.35","0","0.65"
"daily-sweep-49","11","-","","0.9","9","0.1","12","5","100","40","0.8","true","0.5","0.567","0.63","0.71"
"dauntless-sweep-48","12","-","","0.9","3","0.01","8","3","2","165","0.2","false","0.3","0.65","0.788","0.651"
"denim-sweep-47","13","-","","0.7","9","0.2","11","5","64","54","0.7000000000000001","false","0.3","0.65","0.788","0.687"
"zany-sweep-46","12","-","","0.6","7","0.2","6","4","16","98","0.5","false","0.5","0.65","0.788","0.698"
"gallant-sweep-45","11","-","","0.6","7","0.01","18","6","4","69","0.5","false","0.5","0.651","0.788","0.687"
"stoic-sweep-44","11","-","","0.6","1","0.1","7","7","100","128","0.9","false","1","0.65","0.788","0.733"
"robust-sweep-43","13","-","","0.9","1","0.05","4","6","4","135","0.6000000000000001","true","0.3","0.35","0","0.65"
"solar-sweep-42","12","-","","0.5","1","0.05","6","4","2","165","0.7000000000000001","false","1","0.656","0.79","0.673"
"sparkling-sweep-41","12","-","","0.5","7","0.1","16","9","64","180","0.8","true","0.3","0.35","0","0.65"
"likely-sweep-40","11","-","","0.9","3","0.2","4","1","2","172","0.9","true","0.3","0.35","0","0.65"
"dainty-sweep-39","13","-","","0.9","5","0.2","8","7","100","121","0.7000000000000001","false","0.5","0.65","0.788","0.699"
"dashing-sweep-38","12","-","","0.6","1","0.1","9","9","64","69","0.8","true","1","0.563","0.607","0.741"
"rare-sweep-37","11","-","","0.8","5","0.1","3","5","2","128","0.30000000000000004","false","0.5","0.65","0.786","0.665"
"stilted-sweep-36","12","-","","0.5","9","0.2","16","2","4","84","0.5","false","0.5","0.65","0.788","0.679"
"glowing-sweep-35","13","-","","0.9","9","0.2","9","1","16","40","0.7000000000000001","false","0.3","0.65","0.788","0.694"
"genial-sweep-34","12","-","","0.5","9","0.2","9","8","200","91","0.6000000000000001","false","1","0.65","0.788","0.724"
"dandy-sweep-33","11","-","","0.7","5","0.2","9","8","64","69","0.4","true","1","0.562","0.609","0.725"
"proud-sweep-32","11","-","","0.7","1","0.2","15","9","1","157","0","false","0.5","0.646","0.775","0.659"
"hardy-sweep-31","14","-","","0.8","3","0.05","16","7","200","47","0.2","true","0.5","0.589","0.657","0.739"
"vocal-sweep-30","12","-","","0.5","1","0.1","5","9","2","165","0","false","0.5","0.65","0.784","0.661"
"lunar-sweep-29","11","-","","0.5","9","0.05","16","10","2","180","0.8","true","1","0.35","0","0.65"
"atomic-sweep-28","13","-","","0.8","3","0.2","18","4","200","54","0.30000000000000004","true","0.5","0.588","0.655","0.731"
"earthy-sweep-27","13","-","","0.6","7","0.2","14","7","100","54","0.5","true","0.5","0.412","0.199","0.661"
"misty-sweep-26","12","-","","0.6","7","0.1","11","4","32","84","0.7000000000000001","false","0.5","0.65","0.788","0.71"
"efficient-sweep-25","11","-","","0.8","9","0.1","15","3","100","84","0.30000000000000004","false","0.3","0.65","0.788","0.667"
"driven-sweep-24","12","-","","0.5","3","0.05","12","3","1","128","0.30000000000000004","true","0.5","0.35","0","0.65"
"whole-sweep-23","13","-","","0.7","7","0.1","12","3","64","113","0.1","true","0.5","0.35","0","0.65"
"soft-sweep-22","11","-","","0.9","1","0.05","11","7","32","76","0.1","false","0.3","0.65","0.788","0.718"
"fresh-sweep-21","12","-","","0.9","7","0.05","13","1","16","98","0.8","true","0.5","0.35","0","0.65"
"rural-sweep-20","12","-","","0.8","9","0.1","18","2","8","91","0.7000000000000001","false","0.5","0.65","0.788","0.697"
"fallen-sweep-19","15","-","","0.7","9","0.05","12","5","16","54","0.4","false","0.3","0.65","0.788","0.691"
"divine-sweep-18","11","-","","0.5","5","0.01","3","8","100","121","0.6000000000000001","false","0.5","0.65","0.788","0.711"
"polished-sweep-17","12","-","","0.6","9","0.1","9","2","2","121","0.6000000000000001","false","1","0.651","0.785","0.678"
"silvery-sweep-16","12","-","","0.6","7","0.01","4","4","8","54","0.8","true","0.5","0.35","0","0.65"
"gentle-sweep-15","14","-","","0.9","3","0.01","6","3","100","106","0","true","0.5","0.35","0","0.65"
"summer-sweep-14","11","-","","0.7","5","0.01","10","1","100","128","0.2","false","0.3","0.65","0.788","0.668"
"fearless-sweep-13","12","-","","0.7","5","0.05","12","1","1","143","0.8","true","0.3","0.35","0","0.65"
"solar-sweep-12","12","-","","0.9","5","0.1","3","3","64","172","0.1","true","1","0.35","0","0.65"
"glad-sweep-11","13","-","","0.7","3","0.05","10","3","16","157","0.1","false","1","0.651","0.788","0.713"
"jumping-sweep-10","11","-","","0.9","1","0.1","14","9","16","143","0","true","1","0.35","0","0.65"
"rosy-sweep-9","12","-","","0.8","9","0.01","10","6","32","172","0.1","false","0.3","0.65","0.788","0.65"
"eternal-sweep-8","13","-","","0.5","3","0.2","18","5","2","98","0.2","false","1","0.654","0.789","0.703"
"toasty-sweep-7","13","-","","0.6","5","0.01","10","4","2","76","0","true","0.5","0.35","0","0.65"
"fresh-sweep-6","11","-","","0.6","9","0.2","4","3","32","113","0.30000000000000004","true","0.5","0.35","0","0.65"
"breezy-sweep-5","12","-","","0.9","9","0.01","13","5","2","135","0.9","false","1","0.652","0.784","0.674"
"dauntless-sweep-4","12","-","","0.7","3","0.05","4","1","200","84","0.5","true","0.3","0.35","0","0.65"
"eager-sweep-3","13","-","","0.5","7","0.05","12","4","100","40","0.9","true","0.5","0.567","0.628","0.712"
"major-sweep-2","11","-","","0.5","1","0.01","15","10","8","128","0.6000000000000001","true","0.5","0.35","0","0.65"
"solar-sweep-1","12","-","","0.8","1","0.05","11","6","32","47","0.9","true","0.5","0.58","0.633","0.745"
\ No newline at end of file
"Name","Runtime","Notes","Tags","bootstrap","class_weight","criterion","max_depth","max_features","min_samples_leaf","min_samples_split","n_estimators","accuracy","f1","pr_auc"
"pleasant-sweep-100","12","-","","false","balanced","entropy","26","auto","0.30000000000000004","0.18888888888888888","8","0.58","0.632","0.635"
"comic-sweep-99","13","-","","false","balanced","entropy","8","log2","0.30000000000000004","0.9","16","0.566","0.598","0.619"
"denim-sweep-98","11","-","","true","balanced","gini","27","sqrt","0.2","0.18888888888888888","2","0.553","0.556","0.568"
"decent-sweep-97","12","-","","true","","gini","22","sqrt","0.5","0.7222222222222222","1","0.528","0.691","0.528"
"easy-sweep-96","13","-","","true","balanced","entropy","28","log2","0.5","0.3666666666666667","400","0.505","0.414","0.528"
"cool-sweep-95","13","-","","false","","gini","29","auto","0.30000000000000004","0.6333333333333333","4","0.567","0.635","0.599"
"misunderstood-sweep-94","12","-","","false","balanced","entropy","20","auto","0.4","0.8111111111111111","16","0.561","0.576","0.612"
"gallant-sweep-93","12","-","","true","","gini","7","log2","0.5","0.5444444444444445","8","0.528","0.691","0.528"
"pleasant-sweep-92","11","-","","true","balanced","entropy","20","auto","0.1","0.18888888888888888","200","0.613","0.642","0.691"
"magic-sweep-91","13","-","","true","balanced","entropy","31","","0.1","0.5444444444444445","200","0.566","0.544","0.636"
"lemon-sweep-90","12","-","","true","","gini","5","auto","0.4","0.8111111111111111","8","0.528","0.691","0.528"
"treasured-sweep-89","12","-","","false","balanced","entropy","14","sqrt","0.4","0.8111111111111111","200","0.571","0.618","0.621"
"swept-sweep-88","12","-","","true","","gini","9","auto","0.1","0.1","32","0.578","0.64","0.685"
"lively-sweep-87","13","-","","false","balanced","gini","12","","0.4","0.18888888888888888","1","0.581","0.604","0.573"
"stellar-sweep-86","12","-","","false","","entropy","18","log2","0.5","0.4555555555555556","4","0.528","0.691","0.529"
"misty-sweep-85","11","-","","false","balanced","gini","11","sqrt","0.4","0.8111111111111111","1","0.528","0.691","0.528"
"devoted-sweep-84","14","-","","false","balanced","entropy","16","","0.2","0.6333333333333333","400","0.58","0.604","0.576"
"unique-sweep-83","14","-","","false","balanced","gini","2","","0.1","0.3666666666666667","64","0.574","0.458","0.592"
"electric-sweep-82","16","-","","false","balanced","entropy","9","","0.30000000000000004","0.1","200","0.572","0.574","0.575"
"wandering-sweep-81","16","-","","false","","gini","29","auto","0.2","0.1","8","0.58","0.642","0.647"
"giddy-sweep-80","14","-","","false","balanced","gini","23","log2","0.2","0.9","1","0.521","0.351","0.55"
"iconic-sweep-79","17","-","","true","","gini","27","","0.4","0.6333333333333333","2","0.528","0.691","0.528"
"lilac-sweep-78","11","-","","false","balanced","gini","14","","0.4","0.9","64","0.581","0.604","0.573"
"tough-sweep-77","13","-","","false","balanced","gini","13","","0.4","0.7222222222222222","2","0.581","0.604","0.573"
"young-sweep-76","13","-","","false","balanced","gini","21","sqrt","0.4","0.7222222222222222","16","0.561","0.576","0.612"
"dauntless-sweep-75","12","-","","false","","gini","3","auto","0.1","0.8111111111111111","100","0.587","0.643","0.673"
"fallen-sweep-74","12","-","","false","","entropy","5","auto","0.30000000000000004","0.6333333333333333","16","0.566","0.638","0.64"
"devoted-sweep-73","14","-","","false","balanced","gini","19","","0.5","0.1","1","0.534","0.607","0.541"
"avid-sweep-72","12","-","","false","","gini","18","","0.1","0.2777777777777778","64","0.61","0.604","0.646"
"still-sweep-71","12","-","","true","","entropy","29","","0.2","0.6333333333333333","64","0.563","0.632","0.598"
"robust-sweep-70","12","-","","true","balanced","entropy","30","sqrt","0.1","0.9","100","0.517","0.553","0.528"
"solar-sweep-69","13","-","","false","","gini","11","sqrt","0.30000000000000004","0.18888888888888888","400","0.572","0.64","0.638"
"toasty-sweep-68","12","-","","true","balanced","gini","12","auto","0.1","0.9","32","0.505","0.414","0.528"
"volcanic-sweep-67","12","-","","false","","entropy","27","auto","0.30000000000000004","0.6333333333333333","1","0.528","0.691","0.528"
"crimson-sweep-66","14","-","","false","balanced","entropy","21","log2","0.2","0.2777777777777778","32","0.594","0.629","0.67"
"splendid-sweep-65","11","-","","true","","entropy","31","log2","0.1","0.8111111111111111","200","0.528","0.691","0.528"
"comfy-sweep-64","12","-","","true","","gini","13","sqrt","0.1","0.6333333333333333","8","0.528","0.691","0.578"
"sparkling-sweep-63","12","-","","false","balanced","gini","7","log2","0.4","0.9","4","0.561","0.576","0.559"
"peachy-sweep-62","13","-","","true","","entropy","8","","0.1","0.7222222222222222","64","0.528","0.691","0.528"
"fast-sweep-61","11","-","","false","balanced","entropy","28","","0.1","0.7222222222222222","8","0.582","0.568","0.612"
"vivid-sweep-60","12","-","","true","balanced","entropy","5","","0.2","0.5444444444444445","32","0.581","0.606","0.596"
"devout-sweep-59","12","-","","false","balanced","entropy","19","sqrt","0.4","0.3666666666666667","2","0.561","0.576","0.561"
"icy-sweep-58","15","-","","false","balanced","entropy","22","","0.1","0.18888888888888888","200","0.609","0.576","0.65"
"misunderstood-sweep-57","12","-","","false","","entropy","6","sqrt","0.5","0.18888888888888888","400","0.528","0.691","0.545"
"ruby-sweep-56","12","-","","false","","entropy","27","auto","0.1","0.6333333333333333","100","0.593","0.645","0.697"
"zany-sweep-55","12","-","","true","balanced","entropy","4","sqrt","0.4","0.1","64","0.495","0.276","0.528"
"fanciful-sweep-54","13","-","","true","balanced","entropy","10","","0.2","0.4555555555555556","200","0.581","0.605","0.602"
"confused-sweep-53","12","-","","false","balanced","gini","11","auto","0.4","0.1","100","0.569","0.613","0.624"
"olive-sweep-52","12","-","","true","","gini","20","","0.4","0.2777777777777778","1","0.528","0.691","0.528"
"lyric-sweep-51","11","-","","false","balanced","gini","32","sqrt","0.1","0.2777777777777778","64","0.623","0.636","0.708"
"blooming-sweep-50","13","-","","true","","gini","15","","0.4","0.4555555555555556","1","0.528","0.691","0.528"
"golden-sweep-49","12","-","","true","balanced","entropy","24","log2","0.30000000000000004","0.7222222222222222","100","0.517","0.553","0.528"
"eternal-sweep-48","11","-","","false","balanced","entropy","19","sqrt","0.2","0.9","200","0.588","0.631","0.638"
"genial-sweep-47","12","-","","false","balanced","entropy","2","","0.2","0.7222222222222222","64","0.572","0.574","0.57"
"true-sweep-46","13","-","","false","balanced","gini","26","","0.30000000000000004","0.18888888888888888","100","0.572","0.574","0.575"
"celestial-sweep-45","12","-","","true","","gini","2","log2","0.1","0.4555555555555556","200","0.568","0.637","0.663"
"trim-sweep-44","11","-","","true","","gini","29","sqrt","0.2","0.3666666666666667","64","0.565","0.638","0.634"
"sandy-sweep-43","11","-","","true","","gini","2","auto","0.4","0.2777777777777778","16","0.528","0.691","0.528"
"fiery-sweep-42","14","-","","false","","gini","16","sqrt","0.4","0.5444444444444445","32","0.567","0.638","0.622"
"wobbly-sweep-41","11","-","","false","balanced","entropy","4","","0.1","0.5444444444444445","16","0.593","0.611","0.621"
"smooth-sweep-40","14","-","","false","balanced","gini","19","","0.1","0.8111111111111111","16","0.57","0.465","0.586"
"still-sweep-39","12","-","","true","balanced","gini","24","","0.5","0.6333333333333333","32","0.505","0.414","0.528"
"fragrant-sweep-38","13","-","","true","","entropy","4","log2","0.2","0.1","32","0.565","0.637","0.627"
"warm-sweep-37","12","-","","true","","gini","22","auto","0.4","0.18888888888888888","2","0.528","0.691","0.528"
"scarlet-sweep-36","11","-","","false","balanced","gini","7","log2","0.5","0.6333333333333333","2","0.528","0.691","0.528"
"dashing-sweep-35","12","-","","true","","entropy","13","sqrt","0.2","0.3666666666666667","32","0.565","0.637","0.627"
"soft-sweep-34","13","-","","false","balanced","entropy","27","sqrt","0.5","0.7222222222222222","32","0.534","0.607","0.545"
"dashing-sweep-33","11","-","","false","","gini","28","log2","0.5","0.7222222222222222","100","0.528","0.691","0.545"
"icy-sweep-32","12","-","","true","balanced","gini","31","auto","0.2","0.3666666666666667","2","0.553","0.556","0.568"
"breezy-sweep-31","16","-","","true","","entropy","14","sqrt","0.1","0.2777777777777778","200","0.58","0.641","0.685"
"feasible-sweep-30","14","-","","false","balanced","gini","30","","0.4","0.9","100","0.581","0.604","0.573"
"eager-sweep-29","12","-","","true","balanced","gini","18","auto","0.5","0.7222222222222222","16","0.505","0.414","0.528"
"rosy-sweep-28","12","-","","true","","entropy","2","log2","0.5","0.4555555555555556","2","0.528","0.691","0.528"
"decent-sweep-27","14","-","","false","balanced","entropy","2","log2","0.4","0.6333333333333333","4","0.561","0.576","0.559"
"clean-sweep-26","11","-","","false","","entropy","28","sqrt","0.5","0.18888888888888888","100","0.528","0.691","0.545"
"sandy-sweep-25","12","-","","true","balanced","entropy","30","log2","0.30000000000000004","0.8111111111111111","32","0.505","0.414","0.528"
"olive-sweep-24","11","-","","false","balanced","gini","25","sqrt","0.5","0.9","32","0.534","0.607","0.545"
"misty-sweep-23","13","-","","true","","entropy","7","auto","0.2","0.7222222222222222","64","0.528","0.691","0.528"
"faithful-sweep-22","12","-","","true","","gini","22","log2","0.1","0.7222222222222222","16","0.528","0.691","0.528"
"valiant-sweep-21","12","-","","false","","gini","7","auto","0.4","0.5444444444444445","1","0.528","0.691","0.528"
"snowy-sweep-20","12","-","","true","","gini","2","log2","0.1","0.5444444444444445","100","0.565","0.638","0.652"
"vivid-sweep-19","14","-","","true","","gini","24","sqrt","0.1","0.7222222222222222","100","0.528","0.691","0.528"
"spring-sweep-18","13","-","","false","balanced","gini","17","auto","0.1","0.9","400","0.582","0.56","0.662"
"rural-sweep-17","12","-","","true","balanced","entropy","10","log2","0.5","0.9","64","0.495","0.276","0.528"
"summer-sweep-16","14","-","","false","","entropy","7","","0.1","0.5444444444444445","32","0.593","0.611","0.621"
"playful-sweep-15","13","-","","false","balanced","gini","23","","0.1","0.7222222222222222","16","0.579","0.562","0.602"
"distinctive-sweep-14","12","-","","false","","entropy","18","auto","0.5","0.6333333333333333","16","0.528","0.691","0.544"
"icy-sweep-13","12","-","","false","balanced","entropy","26","auto","0.2","0.9","2","0.543","0.477","0.57"
"worthy-sweep-12","13","-","","true","","gini","24","sqrt","0.1","0.4555555555555556","8","0.566","0.637","0.627"
"northern-sweep-11","11","-","","true","","gini","22","sqrt","0.1","0.1","4","0.58","0.632","0.653"
"polar-sweep-10","11","-","","false","balanced","entropy","1","log2","0.4","0.6333333333333333","1","0.528","0.691","0.528"
"daily-sweep-9","11","-","","false","balanced","entropy","24","sqrt","0.4","0.9","8","0.556","0.576","0.577"
"woven-sweep-8","13","-","","false","balanced","entropy","7","","0.5","0.2777777777777778","100","0.534","0.607","0.541"
"revived-sweep-7","12","-","","false","","gini","17","sqrt","0.5","0.9","16","0.528","0.691","0.544"
"splendid-sweep-6","11","-","","true","balanced","entropy","26","log2","0.4","0.1","4","0.494","0.276","0.528"
"sweepy-sweep-5","17","-","","false","","entropy","6","auto","0.2","0.18888888888888888","8","0.58","0.642","0.648"
"drawn-sweep-4","16","-","","false","balanced","entropy","10","log2","0.4","0.3666666666666667","200","0.571","0.618","0.621"
"driven-sweep-3","12","-","","true","","gini","25","auto","0.5","0.9","200","0.528","0.691","0.528"
"woven-sweep-2","16","-","","false","","gini","18","sqrt","0.4","0.2777777777777778","2","0.547","0.592","0.561"
"crisp-sweep-1","13","-","","false","balanced","entropy","17","sqrt","0.4","0.3666666666666667","32","0.571","0.618","0.622"
"vocal-sweep-2","11","-","","true","","entropy","17","","0.1","0.2777777777777778","2","0.6","0.628","0.643"
"snowy-sweep-1","13","-","","true","","entropy","20","auto","0.4","0.2777777777777778","400","0.528","0.691","0.528"
\ No newline at end of file
"Name","Runtime","Notes","Tags","colsample_bytree","gamma","learning_rate","max_depth","min_child_weight","n_estimators","reg_alpha","reg_lambda","scale_pos_weight","subsample","accuracy","f1","pr_auc"
"likely-sweep-100","14","-","","0.6","1","0.05","12","8","16","157","0.8","true","0.3","0.472","0","0.528"
"stellar-sweep-99","11","-","","0.8","3","0.05","14","6","100","135","0.7000000000000001","true","1","0.54","0.355","0.572"
"dry-sweep-98","14","-","","0.9","7","0.05","12","5","1","91","0.6000000000000001","true","0.5","0.472","0","0.528"
"twilight-sweep-97","12","-","","0.5","1","0.1","14","6","1","172","0.7000000000000001","true","0.3","0.472","0","0.528"
"dulcet-sweep-96","12","-","","0.8","7","0.1","7","7","100","40","0.30000000000000004","true","0.3","0.546","0.482","0.576"
"royal-sweep-95","16","-","","0.9","9","0.05","18","3","32","47","0.9","false","0.3","0.528","0.691","0.55"
"splendid-sweep-94","13","-","","0.8","5","0.01","10","2","16","47","0","true","1","0.62","0.615","0.665"
"denim-sweep-93","12","-","","0.6","1","0.1","14","4","16","69","0.6000000000000001","true","1","0.636","0.639","0.693"
"dazzling-sweep-92","13","-","","0.9","9","0.1","8","6","2","165","0.9","false","0.3","0.472","0","0.528"
"sunny-sweep-91","12","-","","0.5","9","0.01","9","2","200","69","0.1","false","1","0.589","0.642","0.668"
"fresh-sweep-90","12","-","","0.9","5","0.1","13","4","32","128","0.30000000000000004","true","0.3","0.472","0","0.528"
"misty-sweep-89","13","-","","0.9","5","0.1","8","4","16","91","0.5","true","0.3","0.472","0","0.528"
"fearless-sweep-88","13","-","","0.6","5","0.05","12","5","8","121","0","false","0.3","0.472","0","0.528"
"likely-sweep-87","13","-","","0.8","3","0.01","8","8","2","84","0.4","false","1","0.598","0.558","0.613"
"classic-sweep-86","12","-","","0.7","7","0.1","6","3","100","121","0.8","true","0.5","0.472","0","0.528"
"jolly-sweep-85","13","-","","0.8","9","0.01","10","4","64","180","0.30000000000000004","false","0.5","0.472","0","0.528"
"fluent-sweep-84","17","-","","0.7","9","0.01","6","2","64","69","0.30000000000000004","true","0.5","0.472","0","0.528"
"lilac-sweep-83","15","-","","0.9","9","0.1","18","4","64","180","0","true","0.5","0.472","0","0.528"
"sandy-sweep-82","12","-","","0.9","7","0.2","10","1","1","40","0.2","true","1","0.598","0.537","0.618"
"hopeful-sweep-81","11","-","","0.5","5","0.2","8","4","4","150","0","false","1","0.607","0.629","0.613"
"fallen-sweep-80","13","-","","0.6","5","0.2","18","6","16","172","0.8","false","1","0.566","0.463","0.574"
"celestial-sweep-79","12","-","","0.7","9","0.01","7","3","32","135","0.2","true","0.3","0.472","0","0.528"
"clear-sweep-78","12","-","","0.7","3","0.01","12","3","32","98","0.6000000000000001","false","1","0.598","0.65","0.653"
"light-sweep-77","12","-","","0.5","1","0.01","6","5","8","172","0.4","true","1","0.472","0","0.528"
"cerulean-sweep-76","13","-","","0.8","3","0.05","11","6","100","157","0.8","false","0.5","0.472","0","0.528"
"wobbly-sweep-75","12","-","","0.5","3","0.01","13","6","100","121","0.4","false","1","0.562","0.651","0.652"
"fragrant-sweep-74","13","-","","0.5","1","0.1","15","3","1","128","0.7000000000000001","true","1","0.472","0","0.528"
"happy-sweep-73","16","-","","0.9","1","0.2","16","7","4","106","0.7000000000000001","false","0.3","0.472","0","0.528"
"swept-sweep-72","13","-","","0.6","5","0.01","3","7","200","76","0.7000000000000001","false","0.5","0.572","0.642","0.641"
"logical-sweep-71","13","-","","0.7","3","0.01","4","2","200","84","0.5","false","1","0.601","0.642","0.672"
"solar-sweep-70","13","-","","0.5","3","0.01","12","8","32","150","0.30000000000000004","true","0.5","0.472","0","0.528"
"vocal-sweep-69","11","-","","0.7","3","0.1","8","9","16","143","0.8","false","1","0.606","0.634","0.623"
"zany-sweep-68","12","-","","0.5","3","0.01","7","8","100","143","0.5","false","0.3","0.472","0","0.528"
"prime-sweep-67","12","-","","0.9","7","0.01","10","9","4","143","0.30000000000000004","true","1","0.472","0","0.528"
"dulcet-sweep-66","13","-","","0.6","1","0.2","4","10","8","180","0","false","1","0.571","0.464","0.585"
"lunar-sweep-65","12","-","","0.5","1","0.05","6","4","4","106","0.6000000000000001","true","0.3","0.472","0","0.528"
"bumbling-sweep-64","14","-","","0.7","7","0.2","5","5","200","121","0.30000000000000004","false","0.3","0.472","0","0.528"
"youthful-sweep-63","12","-","","0.7","7","0.05","11","2","16","54","0.30000000000000004","false","1","0.611","0.639","0.679"
"dry-sweep-62","12","-","","0.8","3","0.1","9","2","200","113","0.1","false","1","0.607","0.645","0.642"
"vague-sweep-61","13","-","","0.5","5","0.2","7","8","64","106","0","false","0.5","0.472","0","0.528"
"fast-sweep-60","12","-","","0.9","7","0.01","15","3","100","172","0.6000000000000001","false","0.5","0.472","0","0.528"
"floral-sweep-59","12","-","","0.7","3","0.05","9","6","1","91","0.6000000000000001","true","0.3","0.472","0","0.528"
"visionary-sweep-58","13","-","","0.7","5","0.1","16","3","200","40","0.6000000000000001","true","1","0.64","0.625","0.712"
"vocal-sweep-57","12","-","","0.5","3","0.05","10","6","2","165","0","false","0.5","0.472","0","0.528"
"charmed-sweep-56","11","-","","0.5","3","0.05","16","4","1","106","0.9","false","0.3","0.472","0","0.528"
"eager-sweep-55","12","-","","0.5","9","0.1","3","4","8","165","0.30000000000000004","true","1","0.472","0","0.528"
"vocal-sweep-54","14","-","","0.9","7","0.05","11","9","200","143","0.2","true","0.3","0.472","0","0.528"
"pleasant-sweep-53","15","-","","0.8","7","0.01","14","8","100","91","0.5","false","1","0.593","0.641","0.646"
"sandy-sweep-52","16","-","","0.5","1","0.2","11","9","16","121","0.6000000000000001","true","0.5","0.472","0","0.528"
"mild-sweep-51","13","-","","0.8","1","0.2","16","8","100","76","0.5","true","0.5","0.608","0.606","0.657"
"worthy-sweep-50","11","-","","0.7","5","0.2","14","7","100","172","0.7000000000000001","false","0.3","0.472","0","0.528"
"royal-sweep-49","11","-","","0.8","5","0.2","3","5","200","69","0.8","false","0.5","0.595","0.639","0.631"
"proud-sweep-48","12","-","","0.9","7","0.2","12","6","8","62","0.2","false","1","0.615","0.632","0.669"
"lunar-sweep-47","13","-","","0.8","3","0.1","10","3","4","98","0.5","false","0.3","0.472","0","0.528"
"faithful-sweep-46","11","-","","0.6","5","0.05","18","7","64","98","0.30000000000000004","true","1","0.595","0.611","0.632"
"wobbly-sweep-45","11","-","","0.8","9","0.1","6","7","4","143","0.4","true","1","0.472","0","0.528"
"hopeful-sweep-44","12","-","","0.8","7","0.05","10","1","32","40","0.7000000000000001","false","1","0.627","0.637","0.696"
"fresh-sweep-43","13","-","","0.9","9","0.01","10","7","4","76","0.5","false","0.3","0.472","0","0.528"
"hearty-sweep-42","12","-","","0.7","3","0.2","16","3","1","54","0.30000000000000004","false","0.5","0.6","0.556","0.601"
"solar-sweep-41","13","-","","0.5","5","0.2","8","4","16","172","0.6000000000000001","false","1","0.566","0.463","0.574"
"royal-sweep-40","11","-","","0.9","1","0.2","15","3","1","98","0.2","true","0.5","0.472","0","0.528"
"quiet-sweep-39","12","-","","0.7","7","0.01","15","3","100","157","0.6000000000000001","false","0.5","0.472","0","0.528"
"daily-sweep-38","13","-","","0.7","3","0.2","11","3","16","54","0.2","false","1","0.64","0.648","0.709"
"unique-sweep-37","13","-","","0.8","7","0.05","15","8","64","76","0.4","true","0.5","0.472","0","0.528"
"sweet-sweep-36","11","-","","0.6","7","0.1","9","1","32","150","0.8","true","1","0.472","0","0.528"
"proud-sweep-35","17","-","","0.6","7","0.2","9","7","32","40","0.7000000000000001","false","0.5","0.593","0.632","0.641"
"zany-sweep-34","15","-","","0.5","7","0.2","18","6","100","84","0.6000000000000001","false","0.3","0.472","0","0.528"
"volcanic-sweep-33","12","-","","0.8","1","0.1","7","3","2","150","0.8","false","0.3","0.472","0","0.528"
"curious-sweep-32","11","-","","0.6","3","0.05","14","1","64","150","0.8","true","1","0.491","0.107","0.537"
"dainty-sweep-31","12","-","","0.7","5","0.05","7","9","16","69","0.7000000000000001","false","1","0.611","0.647","0.67"
"confused-sweep-30","12","-","","0.6","5","0.2","3","4","100","40","0.6000000000000001","false","1","0.634","0.643","0.71"
"fragrant-sweep-29","13","-","","0.5","1","0.1","16","4","64","113","0.5","true","1","0.594","0.606","0.65"
"cosmic-sweep-28","12","-","","0.6","3","0.05","4","2","64","180","0.8","true","0.3","0.472","0","0.528"
"fallen-sweep-27","12","-","","0.6","3","0.1","6","2","32","180","0.4","false","0.5","0.472","0","0.528"
"vital-sweep-26","12","-","","0.8","1","0.05","16","6","1","76","0.2","true","0.3","0.472","0","0.528"
"flowing-sweep-25","11","-","","0.6","9","0.01","18","7","1","69","0.5","false","0.5","0.484","0.138","0.528"
"different-sweep-24","12","-","","0.6","9","0.05","7","1","100","113","0","false","0.3","0.472","0","0.528"
"faithful-sweep-23","12","-","","0.8","3","0.05","11","10","1","47","0","true","1","0.597","0.528","0.619"
"deep-sweep-22","14","-","","0.7","9","0.05","9","2","8","113","0.1","true","0.3","0.472","0","0.528"
"serene-sweep-21","12","-","","0.8","1","0.2","6","1","16","47","0.8","false","0.3","0.608","0.643","0.653"
"azure-sweep-20","12","-","","0.5","9","0.2","14","9","16","128","0.9","false","0.5","0.472","0","0.528"
"earnest-sweep-19","12","-","","0.6","1","0.1","6","6","200","91","0.30000000000000004","false","0.5","0.584","0.652","0.636"
"rosy-sweep-18","12","-","","0.5","1","0.1","9","10","8","143","0.7000000000000001","true","0.5","0.472","0","0.528"
"polished-sweep-17","12","-","","0.6","3","0.2","16","3","8","84","0.8","true","0.3","0.472","0","0.528"
"good-sweep-16","12","-","","0.9","7","0.05","3","8","64","172","0.5","true","0.3","0.472","0","0.528"
"dashing-sweep-15","12","-","","0.7","5","0.05","9","7","2","69","0.30000000000000004","true","1","0.595","0.566","0.62"
"worthy-sweep-14","12","-","","0.6","5","0.01","15","3","4","113","0","true","1","0.596","0.57","0.597"
"likely-sweep-13","12","-","","0.6","7","0.01","4","8","2","91","0","false","1","0.601","0.608","0.613"
"hearty-sweep-12","12","-","","0.8","3","0.2","9","10","2","76","0.7000000000000001","false","0.5","0.601","0.581","0.596"
"balmy-sweep-11","12","-","","0.5","9","0.01","16","2","1","143","0","false","1","0.472","0","0.528"
"swept-sweep-10","15","-","","0.7","9","0.1","3","2","1","113","0.8","true","0.5","0.472","0","0.528"
"expert-sweep-9","17","-","","0.8","7","0.2","13","9","8","98","0.4","true","1","0.596","0.568","0.603"
"sparkling-sweep-8","15","-","","0.7","9","0.1","14","7","4","40","0.1","false","1","0.616","0.636","0.649"
"gallant-sweep-7","12","-","","0.6","5","0.05","12","7","200","121","0.2","true","0.3","0.472","0","0.528"
"scarlet-sweep-6","12","-","","0.8","3","0.05","11","6","8","98","0.6000000000000001","true","0.5","0.472","0","0.528"
"stilted-sweep-5","13","-","","0.6","7","0.05","10","10","8","76","0.5","false","0.3","0.472","0","0.528"
"mild-sweep-4","16","-","","0.5","7","0.05","10","4","32","135","0.7000000000000001","false","0.3","0.472","0","0.528"
"zany-sweep-3","13","-","","0.6","1","0.05","5","6","1","128","0.8","false","1","0.588","0.526","0.589"
"deft-sweep-2","12","-","","0.7","3","0.1","13","3","100","165","0.8","false","0.3","0.472","0","0.528"
"denim-sweep-1","12","-","","0.7","3","0.05","5","9","2","135","0.6000000000000001","true","1","0.538","0.331","0.565"
\ No newline at end of file
......@@ -18,7 +18,7 @@ from utility.metrics import compute_mean, compute_std
from io import BytesIO
import shutil
NUM_ITER = 5
NUM_ITER = 1
def get_version_subtitle(version):
if version == "NoAts":
......@@ -105,7 +105,7 @@ def main():
clf_names = ['KNN', 'SVM', 'LR', 'XGB', 'RF', 'MLP']
num_clfs = len(clf_names)
metrics = ['accuracy', 'precision', 'recall', 'roc_auc', 'average_precision', 'f1']
cases = ["Complete", "Compliance", "Fall", "Risk"]
cases = ["Complete"]
for case in cases:
target_settings = load_settings(pt.CONFIGS_DIR, f'{case.lower()}.yaml')
output_filename = f"{case} model baseline.csv"
......@@ -117,7 +117,7 @@ def main():
encoding='UTF8', newline='') as f:
writer = csv.writer(f)
writer.writerow(header)
versions = ['Embedded', 'Counts', 'OneHot', 'Ordinal']
versions = ["Embedded"]
for version in versions:
if version == "Embedded":
X, y = load_data_embedded(case, target_settings)
......
......@@ -4,19 +4,39 @@ evaluate_survival_case.py
Script to make a baseline evaluation of the survival case using CV.
"""
import numpy as np
import paths as pt
from typing import List
from tools import file_writer, preprocessor, data_loader
from pathlib import Path
import csv
from tools import data_loader, file_reader
from utility.settings import load_settings
from utility.metrics import compute_mean, compute_std
from io import BytesIO
from sksurv.ensemble import GradientBoostingSurvivalAnalysis
from sklearn.model_selection import KFold
from sksurv.metrics import concordance_index_censored
from io import StringIO
from pathlib import Path
import shutil
def main():
pass
target_settings = load_settings(pt.CONFIGS_DIR, "alarm.yaml")
dl = data_loader.AlarmDataLoader(pt.PROCESSED_DATA_DIR,
"alarm_emb.csv",
target_settings).load_data()
X, y = dl.get_data()
model = GradientBoostingSurvivalAnalysis(n_estimators=200,
random_state=0)
model.fit(X, y)
kf = KFold(n_splits=5, shuffle=True, random_state=0)
c_index_scores = list()
for train, test in kf.split(X, y): #8 min execution time
model.fit(X.iloc[train], y[train])
prediction = model.predict(X.iloc[test])
c_index = concordance_index_censored(y[test]["Status"],
y[test]["Days_to_alarm"],
prediction)
c_index_scores.append(c_index[0])
print(c_index_scores)
if __name__ == '__main__':
main()
......@@ -18,7 +18,7 @@ def main():
"alarm_emb.csv",
target_settings).load_data()
X, y = dl.get_data()
model = GradientBoostingSurvivalAnalysis(n_estimators=200,
learning_rate=0.1,
max_depth=14,
......@@ -28,7 +28,7 @@ def main():
dropout_rate=0.5,
random_state=0)
model.fit(X, y)
file_path = pt.MODELS_DIR
file_name = f'alarm_gradboost.joblib'
with open(Path.joinpath(file_path, file_name), 'wb') as fd:
......
......@@ -18,17 +18,17 @@ def main():
"complete_emb.csv",
target_settings).load_data()
X, y = dl.get_data()
params = {"n_estimators": 100,
"booster": "gbtree",
"max_depth": 7,
"gamma": 1,
"colsample_bytree": 0.6,
"min_child_weight": 7,
"reg_alpha": 128,
"reg_lambda": 0.9,
"learning_rate": 0.1,
"subsample": 1,
"max_depth": 4,
"gamma": 5,
"colsample_bytree": 0.5,
"min_child_weight": 2,
"reg_alpha": 47,
"reg_lambda": 0.4,
"learning_rate": 0.2,
"subsample": 0.5,
"use_label_encoder": False,
"eval_metric": "logloss",
"objective": "binary:logistic",
......
......@@ -18,7 +18,7 @@ def main():
"compliance_emb.csv",
target_settings).load_data()
X, y = dl.get_data()
params = {"n_estimators": 100,
"booster": "gbtree",
"max_depth": 3,
......
......@@ -37,8 +37,8 @@ class BaseClassifer(ABC):
"""
This method performs cross validation for k seeds
on a given dataset X and y and outputs the results
of N splits given a scoring metric.
:param metrics: scoring metrics as a list
of N splits given a list of scoring metrics
:param metrics: scoring metrics
:param k: the seed to use
:return: the results from a stratified K-fold CV process
"""
......@@ -72,12 +72,20 @@ class LrClassifier(BaseClassifer):
class XgbClassifier(BaseClassifer):
"""XGBoost classifier."""
def make_model(self):
params = {"n_estimators": 400,
"learning_rate": 0.1,
"objective": "binary:logistic",
"random_state": 0,
"use_label_encoder": False,
"eval_metric": 'logloss'}
params = {"n_estimators": 100,
"booster": "gbtree",
"max_depth": 4,
"gamma": 5,
"colsample_bytree": 0.5,
"min_child_weight": 2,
"reg_alpha": 47,
"reg_lambda": 0.4,
"learning_rate": 0.05,
"subsample": 0.5,
"use_label_encoder": False,
"eval_metric": "logloss",
"objective": "binary:logistic",
"random_state": 0}
return xgb.XGBClassifier(**params)
class RfClassifier(BaseClassifer):
......
......@@ -83,27 +83,34 @@ def train_model():
# Make model
model = RandomForestClassifier(n_estimators=config.n_estimators,
criterion=config.criterion,
max_depth=config.max_depth,
min_samples_split=config.min_samples_split,
min_samples_leaf=config.min_samples_leaf,
max_features=config.max_features,
class_weight=config.class_weight,
bootstrap=config.bootstrap,
random_state=0)
criterion=config.criterion,
max_depth=config.max_depth,
min_samples_split=config.min_samples_split,
min_samples_leaf=config.min_samples_leaf,
max_features=config.max_features,