Commit 27f99def authored by Christian Marius Lillelund's avatar Christian Marius Lillelund
Browse files

improved tree based model scripts

parent 582c3faf
Pipeline #43189 failed with stage
in 2 minutes and 19 seconds
feature,shap_values,feat_imp
Ats_122306,0.0019962774,0.02569307
Ats_091233,0.007003643,0.021626629
Ats_180903,0.06624931,0.016803488
Ats_181228,0.0041074418,0.016731443
Ex_8068,0.022431865,0.015856113
Ats_120306,0.02128628,0.015223382
Ex_8071,0.011211727,0.015114765
Ex_8074,0.025324933,0.014620187
Ats_222712,0.012589716,0.014320035
Ex_8062,0.014525566,0.014283751
Ex_8044,0.011297092,0.014008148
Ex_8049,0.034598555,0.013905678
Ex_8055,0.013821978,0.013606615
Ex_8064,0.08063883,0.013558744
Ats_181003,0.0022195408,0.01333003
Ats_123112,0.0056853807,0.013323166
Ats_120724,0.020237833,0.013276884
Ats_181210,0.035048008,0.013122326
Ex_8065,0.01954112,0.013027341
Ats_093304,0.0108516365,0.012968337
Ex_8060,0.015625594,0.012847177
Ex_8070,0.055155877,0.01284607
Ats_122203,0.06304987,0.012837205
Ex_8046,0.024296546,0.012794423
Ats_183015,0.0032422983,0.012792271
Gender,0.05113255,0.012699814
Ex_8051,0.07865632,0.012610907
Ex_8056,0.014588093,0.012609968
Ats_043306,0.039704405,0.01257417
Ex_8059,0.06977547,0.012564066
Ex_8075,0.02901632,0.012518617
Ex_8069,0.06315959,0.012509328
Ats_093307,0.073569715,0.012190475
BirthYear,0.22674744,0.0121612
Ats_091215,0.00025770906,0.012154672
Ex_8072,0.015440884,0.01214749
Ex_8057,0.023312286,0.012062523
Ex_8063,0.05584494,0.011845691
Ats_222718,0.06784966,0.011843517
Needs,0.23670095,0.011841894
Ex_8053,0.0032800823,0.011791548
Ex_8048,0.0087025175,0.011742208
MeanEvaluation,0.11899716,0.011628313
Ats_120727,0.04214578,0.011616999
Ex_8052,0.012385494,0.011575463
Ex_8045,0.0118728485,0.011548671
NumberFalls,0.11876951,0.011450902
Ats_221803,0.005658926,0.011416733
Ats_090903,0.0045202617,0.011387329
Ats_091218,0.11875005,0.011334428
NumberCancels,0.01838443,0.01131292
Ats_123621,0.0029809894,0.011215609
Ex_8066,0.021296473,0.011123074
Ats_120606,0.06102116,0.011087332
Physics,0.206517,0.011049603
Ats_091212,0.0007007335,0.010984311
NumberExercises,0.08883784,0.010975421
Ats_123109,0.006420385,0.010894538
Ex_8067,0.039553385,0.010701253
Ex_8054,0.0073267445,0.010622752
Ats_242103,0.031920556,0.010568506
Ats_181503,0.0058006737,0.010551026
Ex_7730,0.035734635,0.010538019
Ex_8058,0.063049294,0.010491252
NumberAts,0.12261775,0.010442083
Ats_181218,0.010319949,0.010338281
Ats_043303,0.05181198,0.010055482
Ats_091203,0.029508077,0.009917268
Ex_8050,0.039557606,0.009886759
Ex_8043,0.022304757,0.009740273
Ex_8047,0.027771818,0.008981145
Ats_180315,0.008735998,0.008926101
Ats_181006,0.02157448,0.008761624
Ats_123103,0.008111821,0.008570646
Ats_091209,0.013264762,0.008471236
Ex_8076,0.0066533275,0.008470464
Ex_8073,0.009369349,0.008346739
Ats_122303,0.027691506,0.008008472
Ex_8077,0.0090932,0.007097936
Ats_120316,0.00080620986,0.006698735
Ats_181810,0.0024807616,0.006579754
Ats_093305,0.00021122125,0.0047651287
Ats_123106,0.0026954107,0.004565122
Ats_222403,0.00054996536,0.0042103906
Ex_8061,0.0042384006,0.0041557015
Ats_120612,0.00125795,0.003969806
Ats_222704,0.0049853236,0.003332852
Ats_180907,0.00033247596,0.0024795898
Ats_090906,0.00040284375,0.0008806538
Ats_122218,0.00015189659,0.00073281804
Ats_123903,0.0004135472,0.00060612033
Ats_121212,0.0,0.0005490061
Ats_090903,0.009842705,0.019519733
Ex_8074,0.013075258,0.018352574
Ats_180903,0.06646382,0.017887158
Ex_8055,0.0109869875,0.016835442
Ats_120306,0.017167203,0.016367836
Ex_8056,0.01769661,0.016059399
Ats_122306,0.0021005734,0.015256036
Ex_8070,0.0376935,0.015115736
Ex_8064,0.0882513,0.0145953605
Ats_122203,0.07116046,0.014573223
Ats_122303,0.027393566,0.014364672
Ats_222712,0.017637359,0.014239671
Ats_180315,0.012383432,0.014119197
Ex_8075,0.027489614,0.014105869
Ex_8051,0.09415023,0.014074871
Ex_8062,0.013294169,0.013935408
Ex_8046,0.016173802,0.013931266
Ex_8068,0.022877034,0.013747594
Ex_8049,0.02295012,0.013467767
MeanEvaluation,0.10014946,0.0134616215
Ex_8044,0.014154718,0.013386348
Needs,0.20741785,0.013318334
Ats_093307,0.06761351,0.01331021
Ats_120724,0.01841804,0.013202781
Ats_123109,0.009310415,0.01318967
Ats_043306,0.0437826,0.01316137
Ex_8072,0.018998902,0.013008548
Ex_8071,0.008127473,0.012980836
Ex_8069,0.05244903,0.012978086
NumberFalls,0.123642884,0.012786809
Ex_8065,0.018006926,0.012705474
Ex_8060,0.013452241,0.012407471
Ex_8054,0.010298046,0.012400503
Physics,0.18584934,0.012321514
Ex_8048,0.009140132,0.012308092
Ex_8045,0.007523761,0.012254033
BirthYear,0.18652546,0.012200736
NumberAts,0.11991168,0.012196155
Ats_091218,0.11465814,0.012148645
Ex_8059,0.049654588,0.012009907
Ats_222718,0.055230264,0.01200807
Ats_091233,0.011569435,0.01197217
Ats_181006,0.019557185,0.011834842
Ex_8053,0.0034330431,0.011653979
Ats_181218,0.010059382,0.0116082
Ats_091203,0.030964606,0.011531322
Ats_181210,0.019987749,0.01140322
NumberExercises,0.076950446,0.011395234
Ats_120606,0.04042804,0.0113428
Ex_7730,0.03727533,0.011267705
NumberCancels,0.020529171,0.0110978
Ats_120727,0.037733033,0.011027676
Ats_181228,0.0039023047,0.010980433
Ats_181503,0.004530977,0.01090644
Ex_8066,0.012498496,0.010859778
Ex_8058,0.04617929,0.010812047
Ats_242103,0.027830621,0.010631327
Ats_043303,0.04487704,0.010594261
Ats_093304,0.015117676,0.010388402
Ex_8043,0.024985384,0.010342706
Ats_221803,0.0038178018,0.01033582
Ex_8067,0.018821144,0.0103187
Ats_120316,0.0041766167,0.010317975
Ex_8063,0.03553514,0.010134765
Gender,0.04240031,0.01011216
Ex_8057,0.018294778,0.009851497
Ex_8050,0.040344078,0.009790275
Ats_123103,0.0147318775,0.009606641
Ex_8052,0.0041859387,0.009565443
Ats_091209,0.014860577,0.009397304
Ex_8076,0.0054919794,0.00918329
Ats_120612,0.0037007756,0.009120409
Ex_8047,0.021631584,0.009049947
Ats_123112,0.005333851,0.0088086445
Ats_181810,0.0068178643,0.008085007
Ats_183015,0.005497277,0.007966011
Ex_8073,0.008147531,0.007805704
Ats_093305,0.00056882325,0.007330226
Ex_8077,0.012926832,0.007245653
Ats_091215,0.0012248271,0.0066534653
Ats_181003,0.0029901695,0.0064183217
Ex_8061,0.006852742,0.005692071
Ats_123621,0.0056560063,0.004842664
Ats_123106,0.0035916576,0.00458051
Ats_122218,0.00072249846,0.003531781
Ats_090906,0.0006573865,0.0032015175
Ats_091212,0.00024875932,0.0029700238
Ats_222403,0.0,0.0025225433
Ats_121212,0.0006635344,0.002458637
Ats_222704,0.00066256046,0.0011586458
NumberWeeksWithTraining,0.0,0.0
NumberWeeksNoTraining,0.0,0.0
NumberWeeks,0.0,0.0
MeanNumberCancelsWeek,0.0,0.0
MeanTimeBetweenCancels,0.0,0.0
MaxNumberCancelsWeek,0.0,0.0
MinEvaluation,0.0,0.0
NumberTraining,0.0,0.0
MaxEvaluation,0.0,0.0
MeanTimeBetweenTraining,0.0,0.0
MaxNumberTrainingWeek,0.0,0.0
MinNumberTrainingWeekMin,0.0,0.0
MinNumberCancelsWeek,0.0,0.0
NumberTrainingWeek,0.0,0.0
Ats_183021,0.0,0.0
Ats_303000,0.0,0.0
Ats_123604,0.0,0.0
Ats_123121,0.0,0.0
Ats_122439,0.0,0.0
Ats_122434,0.0,0.0
Ats_122411,0.0,0.0
Ats_122409,0.0,0.0
Ats_121821,0.0,0.0
Ats_121806,0.0,0.0
Ats_120715,0.0,0.0
Ats_120603,0.0,0.0
Ats_120303,0.0,0.0
Ats_120603,0.0,0.0
Ats_093903,0.0,0.0
MinNumberTrainingWeekMin,0.0,0.0
Ats_043609,0.0,0.0
Ats_093330,0.0,0.0
Ats_091281,0.0,0.0
Ats_090305,0.0,0.0
Ats_090621,0.0,0.0
MinNumberCancelsWeek,0.0,0.0
Ats_091236,0.0,0.0
Ats_091224,0.0,0.0
Ats_090706,0.0,0.0
Ats_090621,0.0,0.0
Ats_090305,0.0,0.0
Ats_043609,0.0,0.0
Ats_123603,0.0,0.0
Ats_150303,0.0,0.0
Ats_280309,0.0,0.0
Ats_150306,0.0,0.0
Ats_242706,0.0,0.0
Ats_240603,0.0,0.0
Ats_222727,0.0,0.0
Ats_222715,0.0,0.0
Ats_220606,0.0,0.0
Ats_220318,0.0,0.0
Ats_220309,0.0,0.0
MaxEvaluation,0.0,0.0
MaxNumberCancelsWeek,0.0,0.0
MaxNumberTrainingWeek,0.0,0.0
MinEvaluation,0.0,0.0
Ats_091281,0.0,0.0
Ats_180907,0.0,0.0
Ats_120715,0.0,0.0
Ats_181226,0.0,0.0
Ats_183018,0.0,0.0
Ats_183010,0.0,0.0
Ats_182412,0.0,0.0
Ats_123903,0.0,0.0
Ats_181811,0.0,0.0
Ats_181226,0.0,0.0
Ats_150303,0.0,0.0
Ats_150306,0.0,0.0
Ats_181224,0.0,0.0
Ats_220309,0.0,0.0
Ats_150615,0.0,0.0
Ats_181215,0.0,0.0
Ats_150903,0.0,0.0
Ats_181024,0.0,0.0
Ats_181021,0.0,0.0
Ats_180606,0.0,0.0
Ats_150903,0.0,0.0
Ats_150615,0.0,0.0
StdEvaluation,0.0,0.0
Ats_183021,0.0,0.0
Ats_220318,0.0,0.0
Ats_121806,0.0,0.0
Ats_303000,0.0,0.0
Ats_121821,0.0,0.0
Ats_122409,0.0,0.0
Ats_122411,0.0,0.0
Ats_122434,0.0,0.0
Ats_122439,0.0,0.0
Ats_123121,0.0,0.0
Ats_280309,0.0,0.0
Ats_220606,0.0,0.0
Ats_242706,0.0,0.0
Ats_123603,0.0,0.0
Ats_240603,0.0,0.0
Ats_222727,0.0,0.0
Ats_123604,0.0,0.0
Ats_222715,0.0,0.0
Ats_182412,0.0,0.0
feature,shap_values,feat_imp
Needs,0.23670095,0.011841894
BirthYear,0.22674744,0.0121612
Physics,0.206517,0.011049603
NumberAts,0.12261775,0.010442083
MeanEvaluation,0.11899716,0.011628313
NumberFalls,0.11876951,0.011450902
Ats_091218,0.11875005,0.011334428
NumberExercises,0.08883784,0.010975421
Ex_8064,0.08063883,0.013558744
Ex_8051,0.07865632,0.012610907
Ats_093307,0.073569715,0.012190475
Ex_8059,0.06977547,0.012564066
Ats_222718,0.06784966,0.011843517
Ats_180903,0.06624931,0.016803488
Ex_8069,0.06315959,0.012509328
Ats_122203,0.06304987,0.012837205
Ex_8058,0.063049294,0.010491252
Ats_120606,0.06102116,0.011087332
Ex_8063,0.05584494,0.011845691
Ex_8070,0.055155877,0.01284607
Ats_043303,0.05181198,0.010055482
Gender,0.05113255,0.012699814
Ats_120727,0.04214578,0.011616999
Ats_043306,0.039704405,0.01257417
Ex_8050,0.039557606,0.009886759
Ex_8067,0.039553385,0.010701253
Ex_7730,0.035734635,0.010538019
Ats_181210,0.035048008,0.013122326
Ex_8049,0.034598555,0.013905678
Ats_242103,0.031920556,0.010568506
Ats_091203,0.029508077,0.009917268
Ex_8075,0.02901632,0.012518617
Ex_8047,0.027771818,0.008981145
Ats_122303,0.027691506,0.008008472
Ex_8074,0.025324933,0.014620187
Ex_8046,0.024296546,0.012794423
Ex_8057,0.023312286,0.012062523
Ex_8068,0.022431865,0.015856113
Ex_8043,0.022304757,0.009740273
Ats_181006,0.02157448,0.008761624
Ex_8066,0.021296473,0.011123074
Ats_120306,0.02128628,0.015223382
Ats_120724,0.020237833,0.013276884
Ex_8065,0.01954112,0.013027341
NumberCancels,0.01838443,0.01131292
Ex_8060,0.015625594,0.012847177
Ex_8072,0.015440884,0.01214749
Ex_8056,0.014588093,0.012609968
Ex_8062,0.014525566,0.014283751
Ex_8055,0.013821978,0.013606615
Ats_091209,0.013264762,0.008471236
Ats_222712,0.012589716,0.014320035
Ex_8052,0.012385494,0.011575463
Ex_8045,0.0118728485,0.011548671
Ex_8044,0.011297092,0.014008148
Ex_8071,0.011211727,0.015114765
Ats_093304,0.0108516365,0.012968337
Ats_181218,0.010319949,0.010338281
Ex_8073,0.009369349,0.008346739
Ex_8077,0.0090932,0.007097936
Ats_180315,0.008735998,0.008926101
Ex_8048,0.0087025175,0.011742208
Ats_123103,0.008111821,0.008570646
Ex_8054,0.0073267445,0.010622752
Ats_091233,0.007003643,0.021626629
Ex_8076,0.0066533275,0.008470464
Ats_123109,0.006420385,0.010894538
Ats_181503,0.0058006737,0.010551026
Ats_123112,0.0056853807,0.013323166
Ats_221803,0.005658926,0.011416733
Ats_222704,0.0049853236,0.003332852
Ats_090903,0.0045202617,0.011387329
Ex_8061,0.0042384006,0.0041557015
Ats_181228,0.0041074418,0.016731443
Ex_8053,0.0032800823,0.011791548
Ats_183015,0.0032422983,0.012792271
Ats_123621,0.0029809894,0.011215609
Ats_123106,0.0026954107,0.004565122
Ats_181810,0.0024807616,0.006579754
Ats_181003,0.0022195408,0.01333003
Ats_122306,0.0019962774,0.02569307
Ats_120612,0.00125795,0.003969806
Ats_120316,0.00080620986,0.006698735
Ats_091212,0.0007007335,0.010984311
Ats_222403,0.00054996536,0.0042103906
Ats_123903,0.0004135472,0.00060612033
Ats_090906,0.00040284375,0.0008806538
Ats_180907,0.00033247596,0.0024795898
Ats_091215,0.00025770906,0.012154672
Ats_093305,0.00021122125,0.0047651287
Ats_122218,0.00015189659,0.00073281804
NumberTrainingWeek,0.0,0.0
NumberWeeksWithTraining,0.0,0.0
NumberWeeksNoTraining,0.0,0.0
NumberWeeks,0.0,0.0
MaxNumberCancelsWeek,0.0,0.0
NumberTraining,0.0,0.0
MinNumberTrainingWeekMin,0.0,0.0
Needs,0.20741785,0.013318334
BirthYear,0.18652546,0.012200736
Physics,0.18584934,0.012321514
NumberFalls,0.123642884,0.012786809
NumberAts,0.11991168,0.012196155
Ats_091218,0.11465814,0.012148645
MeanEvaluation,0.10014946,0.0134616215
Ex_8051,0.09415023,0.014074871
Ex_8064,0.0882513,0.0145953605
NumberExercises,0.076950446,0.011395234
Ats_122203,0.07116046,0.014573223
Ats_093307,0.06761351,0.01331021
Ats_180903,0.06646382,0.017887158
Ats_222718,0.055230264,0.01200807
Ex_8069,0.05244903,0.012978086
Ex_8059,0.049654588,0.012009907
Ex_8058,0.04617929,0.010812047
Ats_043303,0.04487704,0.010594261
Ats_043306,0.0437826,0.01316137
Gender,0.04240031,0.01011216
Ats_120606,0.04042804,0.0113428
Ex_8050,0.040344078,0.009790275
Ats_120727,0.037733033,0.011027676
Ex_8070,0.0376935,0.015115736
Ex_7730,0.03727533,0.011267705
Ex_8063,0.03553514,0.010134765
Ats_091203,0.030964606,0.011531322
Ats_242103,0.027830621,0.010631327
Ex_8075,0.027489614,0.014105869
Ats_122303,0.027393566,0.014364672
Ex_8043,0.024985384,0.010342706
Ex_8049,0.02295012,0.013467767
Ex_8068,0.022877034,0.013747594
Ex_8047,0.021631584,0.009049947
NumberCancels,0.020529171,0.0110978
Ats_181210,0.019987749,0.01140322
Ats_181006,0.019557185,0.011834842
Ex_8072,0.018998902,0.013008548
Ex_8067,0.018821144,0.0103187
Ats_120724,0.01841804,0.013202781
Ex_8057,0.018294778,0.009851497
Ex_8065,0.018006926,0.012705474
Ex_8056,0.01769661,0.016059399
Ats_222712,0.017637359,0.014239671
Ats_120306,0.017167203,0.016367836
Ex_8046,0.016173802,0.013931266
Ats_093304,0.015117676,0.010388402
Ats_091209,0.014860577,0.009397304
Ats_123103,0.0147318775,0.009606641
Ex_8044,0.014154718,0.013386348
Ex_8060,0.013452241,0.012407471
Ex_8062,0.013294169,0.013935408
Ex_8074,0.013075258,0.018352574
Ex_8077,0.012926832,0.007245653
Ex_8066,0.012498496,0.010859778
Ats_180315,0.012383432,0.014119197
Ats_091233,0.011569435,0.01197217
Ex_8055,0.0109869875,0.016835442
Ex_8054,0.010298046,0.012400503
Ats_181218,0.010059382,0.0116082
Ats_090903,0.009842705,0.019519733
Ats_123109,0.009310415,0.01318967
Ex_8048,0.009140132,0.012308092
Ex_8073,0.008147531,0.007805704
Ex_8071,0.008127473,0.012980836
Ex_8045,0.007523761,0.012254033
Ex_8061,0.006852742,0.005692071
Ats_181810,0.0068178643,0.008085007
Ats_123621,0.0056560063,0.004842664
Ats_183015,0.005497277,0.007966011
Ex_8076,0.0054919794,0.00918329
Ats_123112,0.005333851,0.0088086445
Ats_181503,0.004530977,0.01090644
Ex_8052,0.0041859387,0.009565443
Ats_120316,0.0041766167,0.010317975
Ats_181228,0.0039023047,0.010980433
Ats_221803,0.0038178018,0.01033582
Ats_120612,0.0037007756,0.009120409
Ats_123106,0.0035916576,0.00458051
Ex_8053,0.0034330431,0.011653979
Ats_181003,0.0029901695,0.0064183217
Ats_122306,0.0021005734,0.015256036
Ats_091215,0.0012248271,0.0066534653
Ats_122218,0.00072249846,0.003531781
Ats_121212,0.0006635344,0.002458637
Ats_222704,0.00066256046,0.0011586458
Ats_090906,0.0006573865,0.0032015175
Ats_093305,0.00056882325,0.007330226
Ats_091212,0.00024875932,0.0029700238
MinNumberCancelsWeek,0.0,0.0
MinEvaluation,0.0,0.0
MeanTimeBetweenTraining,0.0,0.0
MeanNumberCancelsWeek,0.0,0.0
MaxNumberTrainingWeek,0.0,0.0
MaxNumberCancelsWeek,0.0,0.0
Ats_090706,0.0,0.0
Ats_090621,0.0,0.0
MaxEvaluation,0.0,0.0
MeanTimeBetweenCancels,0.0,0.0
Ats_183021,0.0,0.0
Ats_303000,0.0,0.0
Ats_120603,0.0,0.0
Ats_090305,0.0,0.0
Ats_043609,0.0,0.0
NumberTraining,0.0,0.0
NumberWeeksWithTraining,0.0,0.0
MinNumberTrainingWeekMin,0.0,0.0
Ats_222403,0.0,0.0025225433
Ats_091224,0.0,0.0
Ats_122411,0.0,0.0
Ats_150306,0.0,0.0
Ats_150303,0.0,0.0
Ats_123903,0.0,0.0
Ats_123604,0.0,0.0
Ats_123603,0.0,0.0
Ats_123121,0.0,0.0
Ats_122439,0.0,0.0
Ats_122434,0.0,0.0
Ats_122411,0.0,0.0
Ats_122409,0.0,0.0
Ats_150903,0.0,0.0
Ats_091281,0.0,0.0
Ats_121821,0.0,0.0
Ats_121806,0.0,0.0
Ats_121212,0.0,0.0005490061
Ats_120715,0.0,0.0
Ats_120603,0.0,0.0
Ats_120303,0.0,0.0
Ats_280309,0.0,0.0
Ats_093903,0.0,0.0
Ats_093330,0.0,0.0
Ats_091281,0.0,0.0
Ats_091236,0.0,0.0
Ats_091224,0.0,0.0
Ats_090706,0.0,0.0
Ats_090621,0.0,0.0
Ats_090305,0.0,0.0
Ats_043609,0.0,0.0
Ats_123603,0.0,0.0
Ats_123604,0.0,0.0
Ats_150303,0.0,0.0
Ats_150306,0.0,0.0
Ats_150615,0.0,0.0
Ats_180606,0.0,0.0
Ats_303000,0.0,0.0
Ats_183021,0.0,0.0
Ats_280309,0.0,0.0
Ats_242706,0.0,0.0
Ats_240603,0.0,0.0
Ats_222727,0.0,0.0
......@@ -139,15 +134,13 @@ Ats_220606,0.0,0.0
Ats_220318,0.0,0.0
Ats_220309,0.0,0.0
Ats_183018,0.0,0.0
Ats_091236,0.0,0.0
Ats_183010,0.0,0.0
Ats_182412,0.0,0.0
Ats_181811,0.0,0.0
Ats_181226,0.0,0.0
Ats_181224,0.0,0.0
Ats_181215,0.0,0.0
Ats_181024,0.0,0.0
Ats_181021,0.0,0.0
Ats_180606,0.0,0.0
Ats_150903,0.0,0.0
Ats_150615,0.0,0.0
StdEvaluation,0.0,0.0
Ats_180907,0.0,0.0
Ats_182412,0.0,0.0
Supports Markdown
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment