File size: 11,666 Bytes
29d1d66
1
{"id":2,"name":"model #3","modelConfig":{"optimizer":"adagrad","learningRate":0.02,"hiddenLayers":4,"unitsPerLayer":64,"batchSize":16,"batchNorm":true,"regularization":0.001,"numEnsembles":1,"maxEpochs":200,"earlyStopping":true,"earlyStoppingSteps":10,"task":"classification"},"status":2,"datasetName":"train.csv","features":[{"name":"Age","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":39}},"unique_values":89,"presence_percentage":0.8013468013468014}},{"name":"Cabin","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"string":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"string":"C90"}},"unique_values":148,"presence_percentage":0.22895622895622897}},{"name":"Embarked","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"string":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"string":"S"}},"unique_values":4,"presence_percentage":0.9977553310886644}},{"name":"Fare","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":13}},"unique_values":248,"presence_percentage":1}},{"name":"Parch","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":0}},"unique_values":7,"presence_percentage":1}},{"name":"PassengerId","used":true,"type":0,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":796}},"unique_values":891,"presence_percentage":1}},{"name":"Pclass","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":2}},"unique_values":3,"presence_percentage":1}},{"name":"Sex","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"string":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"string":"male"}},"unique_values":2,"presence_percentage":1}},{"name":"SibSp","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":0}},"unique_values":7,"presence_percentage":1}},{"name":"Ticket","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":0.7418630751964085,"string":0.25813692480359146}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":28213,"string":"PC 17482"}},"unique_values":681,"presence_percentage":1}}],"label":{"name":"Survived","used":true,"type":1,"statistics":{"type_percentage":{"_mlconsole_type":"Map","value":{"number":1}},"example_value_per_type":{"_mlconsole_type":"Map","value":{"number":0}},"unique_values":2,"presence_percentage":1}},"metrics":{"_mlconsole_type":"Map","value":{"loss":{"_mlconsole_type":"e","value":{"epochs":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28],"values":[0.6884014010429382,0.6940287351608276,0.694649875164032,0.683699905872345,0.6645078659057617,0.6283714771270752,0.6010875105857849,0.5724208950996399,0.5429466962814331,0.5349369645118713,0.5309363007545471,0.5390840768814087,0.5183036923408508,0.5359349250793457,0.5235755443572998,0.5042089223861694,0.5194097757339478,0.5342501401901245,0.5011478662490845,0.5048599243164062,0.5285655856132507,0.517177402973175,0.5193401575088501,0.5225324034690857,0.5082619786262512,0.5071775913238525,0.5117063522338867,0.5377669334411621,0.5075606107711792]}},"acc":{"_mlconsole_type":"e","value":{"epochs":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28],"values":[0.5135135054588318,0.5135135054588318,0.5135135054588318,0.5180180072784424,0.5405405759811401,0.6306306719779968,0.684684693813324,0.7567567825317383,0.7657657861709595,0.7657657861709595,0.7792792916297913,0.7657657861709595,0.8018018007278442,0.7522522807121277,0.7657657861709595,0.8018018007278442,0.7882882952690125,0.7702702879905701,0.8063063025474548,0.7972972989082336,0.7792792916297913,0.7882882952690125,0.7882882952690125,0.7882882952690125,0.7972972989082336,0.8108108043670654,0.7972972989082336,0.7657657861709595,0.7882882952690125]}}}},"labelEncoder":{"_mlconsole_type":"e","value":{"label":["0","1"]}},"scalers":{"_mlconsole_type":"Map","value":{"Age":{"_mlconsole_type":"e","value":{"std":{"_mlconsole_type":"e","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":1211666},"id":1079163,"rankType":"0","scopeId":974634}},"mean":{"_mlconsole_type":"e","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":1211669},"id":1079164,"rankType":"0","scopeId":974635}}}},"Fare":{"_mlconsole_type":"e","value":{"std":{"_mlconsole_type":"e","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":1211694},"id":1079177,"rankType":"0","scopeId":974647}},"mean":{"_mlconsole_type":"e","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":1211697},"id":1079178,"rankType":"0","scopeId":974648}}}},"PassengerId":{"_mlconsole_type":"e","value":{"std":{"_mlconsole_type":"e","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":1211722},"id":1079191,"rankType":"0","scopeId":974660}},"mean":{"_mlconsole_type":"e","value":{"kept":false,"isDisposedInternal":false,"shape":[],"dtype":"float32","size":1,"strides":[],"dataId":{"id":1211725},"id":1079192,"rankType":"0","scopeId":974661}}}}}},"encoders":{"_mlconsole_type":"Map","value":{"Cabin":{"_mlconsole_type":"e","value":{"label":[-1,"F2","F G63","C46","C23 C25 C27","D35","E8","C2","C95","D","C123","C126","E67","E34","A26","B49","D33","B4","C70","C124","C65","A32","E44","A7","A19","D6","C86","B96 B98","C87","B101","D48","C83","B57 B59 B63 B66","C68","C62 C64","A14","A6","B79","B77","D17","C30","C49","C7","B73","B41","D36","B50","C125","C22 C26","B19","E33","B18","D19","C92","E17","F33","B5","A34","T","C99","B30","C110","A36","B86","E25","C52","B35","C111","B78","F4","D9","D46","C103","D10 D12","G6","B20","E77","A23","E58","B22","E40","A16","C118","E68","C50","D50","B58 B60","B28","D26","C93","D47","E101","A31","F38","B51 B53 B55","B38","C106","B39","E121","E10","C128","E31","D30","B71","B42","E38","D45","A5","B3","E63","D28","C32","D7","D37","F G73","C85","C90"]}},"Embarked":{"_mlconsole_type":"e","value":{"label":["Q","C","S",-1]}},"Parch":{"_mlconsole_type":"e","value":{"label":[0,1,4,2,3,5,6]}},"Pclass":{"_mlconsole_type":"e","value":{"label":[3,2,1]}},"Sex":{"_mlconsole_type":"e","value":{"label":["female","male"]}},"SibSp":{"_mlconsole_type":"e","value":{"label":[0,1,2,8,3,4,5]}},"Ticket":{"_mlconsole_type":"e","value":{"label":[364850,2629,230080,348121,19877,19950,349221,14311,31418,11751,347466,"A/5. 851","SC/AH 3085",248727,113806,113776,231919,28425,"A/5. 3336",367655,"C.A. 37671","PC 17483","STON/O2. 3101290","SOTON/O2 3101287","F.C.C. 13531",28551,29108,345764,113803,19996,110413,16966,330979,"CA. 2343","SCO/W 1585",13213,239865,330935,"C.A. 31026","C.A. 2673",4133,"A/5. 2151",3101295,"A4. 54510",250653,220367,"SC/Paris 2163",3101298,11967,"PC 17572",312992,"C.A. 31921",8475,"C.A. 17248",1601,367230,3460,349215,"PC 17610",349912,376566,28134,244278,7267,315093,29103,17421,"STON/O 2. 3101286",113043,28206,345765,234818,250655,347078,"S.O.P. 1166","PC 17758",349227,2628,"STON/O 2. 3101280","S.O.C. 14879",347061,"SC/Paris 2123",370375,248706,368323,349212,248747,347060,29105,54636,2668,113767,29106,28220,370371,13507,349249,8471,17764,"SOTON/OQ 392090",341826,364512,345779,323592,113056,2003,2647,113501,347742,2677,"C 4001",2680,"PC 17585","PC 17761",364500,350052,113760,113514,"PC 17755",35273,347080,2648,358585,374887,250647,350060,315086,2650,4135,"PC 17757",36973,19972,"C.A. 24580",26360,"SOTON/O.Q. 3101306",349233,"PC 17608",382652,"SOTON/O.Q. 3101312",4138,9234,113798,110465,330931,"PC 17612",347082,350043,347081,2665,113788,2666,110152,229236,347085,363294,113800,315084,350034,347088,"SC/PARIS 2167",17466,"A/4. 39886",113787,"CA 2144",345774,"PC 17595",349214,365222,2641,111427,239853,347077,347083,239855,347068,315089,36866,36864,"SC/PARIS 2133",349243,"P/PP 3381",237442,"C.A. 29566",2691,"SOTON/O2 3101272",349251,350404,36928,2659,384461,3101277,113028,371362,"S.P. 3464","W./C. 14263",113794,2694,347076,363291,12749,113781,13567,36568,"W/C 14208","CA. 2314",3101276,364498,13214,"PC 17582","C 7076",237736,312991,3101264,"W./C. 6608",2686,349246,244252,111240,113505,248740,350036,"S.O./P.P. 751",2631,"STON/O 2. 3101269",394140,349248,349213,345780,2627,349247,12233,"F.C.C. 13529",7598,367228,349222,111361,113789,4136,11753,"LINE","SOTON/O.Q. 3101310","C 7077","C.A. 33111",367229,250644,"A/5 21173","A./5. 2152",347064,14973,7534,244310,2653,349241,347071,113807,347069,17453,113055,236853,2663,"SOTON/OQ 3101317",350050,65303,345781,"C.A. 29395","A/5. 10482",370129,345777,364849,36209,113059,347067,24160,220845,33638,244367,112379,"A/5 2817",248723,350042,"A/5 3540",244361,349236,349237,113784,371060,"C.A. 6212","PC 17760",2669,113509,349252,350048,349217,112050,367226,"PC 17601","A/4. 34244",349256,"STON/O2. 3101279","PC 17593","SC/AH 29037",347074,376564,65304,315088,349201,"PC 17474",2693,218629,3101278,4137,250652,248738,2649,368703,110564,"PC 17477",31028,382651,234686,"C.A. 2315",350407,239854,113051,2662,"W./C. 6609",343275,21440,335097,"SOTON/O.Q. 3101307",392091,"PC 17569",3101265,230136,330877,13502,36967,113783,"PC 17759",315090,2908,"C.A. 18723","S.C./PARIS 2079",236852,28424,312993,243880,349257,"C.A. 5547",345778,349228,"STON/O2. 3101271",2620,349218,324669,"A/5 2466",2699,"STON/O 2. 3101274",349234,349208,113804,111426,347054,374746,"PC 17603",237565,"SOTON/O.Q. 3101305",347062,350417,223596,"Fa 265302",2687,17474,345763,349244,364516,315097,"A/5 3902","S.O./P.P. 3",347087,"A/5 3536",250651,27042,5727,373450,250646,"C.A. 33595","WE/P 5735",11755,"PC 17596",347743,228414,11767,36963,226875,2671,3474,"S.C./A.4. 23567","PC 17558",113572,4134,244373,28664,2651,349909,2683,35281,19943,315151,11752,"SC/PARIS 2131",2697,226593,350406,349210,2674,112277,"C.A. 34260","C.A. 29178",323951,382649,383121,349206,"STON/O 2. 3101293",695,371110,237671,11668,29011,230433,370365,"SOTON/OQ 3101316","C.A. 33112",347464,370369,36865,349254,2678,370372,237668,"W./C. 6607",386525,211536,113050,7553,343276,345773,343120,"SO/C 14885",250649,250648,350029,"SC/AH Basle 541",349219,19988,2664,"SC/PARIS 2149",315153,13568,392096,243847,367231,3101267,364499,231945,7552,35851,65306,345783,364506,234604,"A/S 2816","A/5 21172",347073,"SOTON/O.Q. 392078",350025,113510,"W.E.P. 5734",113773,"F.C. 12750",2626,349209,"STON/O 2. 3101285",31027,112053,349224,"SOTON/OQ 392076","STON/O 2. 3101292",13509,16988,"PC 17597",350035,"PC 17754",111320,"PC 17605","PC 17592",350046,2685,"STON/O2. 3101282",112052,2695,110813,219533,"SOTON/O.Q. 3101311","A./5. 3235","PC 17609","A/5. 3337","F.C.C. 13528","A/5 21174",330959,2672,693,"A/4 45380",3101296,330909,349253,349225,"PC 17318","SOTON/OQ 392086",26707,2223,113792,348124,28403,"C 17369",349204,2625,345767,334912,"A.5. 18509",349207,2624,244358,"PC 17599","S.W./PP 752","A/5 3594","STON/O 2. 3101273","PC 17482",345572,343095,370377,230434,2690,28213]}}}}}