margadrishti-models / reports /ablation_enrichment.csv
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arm,model,n_features,fit_seconds,mae,rmse,median_ae,r2,poisson_deviance,precision_at_10,ndcg_at_10,precision_at_50,ndcg_at_50,kendall_tau
plain,hist_gbm_poisson,40,34.9,0.161917240569187,1.0289828610535874,0.01834047777342695,0.15405062629205601,0.5044736803352946,0.9,0.9928776900994111,0.88,0.9828895420262487,0.747536295929003
plain,xgboost,40,14.0,0.16132170237280638,1.0295177075844357,0.020227094180881977,0.1531709796169487,0.5014180720880342,0.9,0.9930155771598324,0.9,0.9892487999987141,0.732518897543617
plain,lightgbm,40,12.0,0.16640163520589776,1.036428653608582,0.023906181597715806,0.14176363311352247,0.5075690673391181,0.9,0.9946071712836422,0.88,0.9875119017082823,0.6610736017346375
plain,catboost,40,25.6,0.1612747364091122,1.0276079755812633,0.024321455756110506,0.15630976299014676,0.5104211001090951,0.9,0.9939142269313003,0.9,0.987792243792657,0.76728054230587
enriched,hist_gbm_poisson,63,15.5,0.16409045802456768,1.0318576855796617,0.020413952731622116,0.14931711058334418,0.5041641594766796,0.9,0.9901673253529395,0.9,0.9860215287207704,0.7540472071701869
enriched,xgboost,63,17.3,0.1655901280028289,1.0283607290168781,0.022760430350899696,0.15507325383289483,0.4999245389994539,0.9,0.9902052182525148,0.9,0.9862101550938679,0.7438854036087347
enriched,lightgbm,63,14.1,0.16715915345246246,1.0372624874862837,0.02326316690533358,0.1403821305365608,0.5054702095359982,0.9,0.981691040657606,0.9,0.9796544111883096,0.6879816897172703
enriched,catboost,63,29.1,0.1613680746985717,1.034722383293808,0.024543008806415557,0.14458713249336175,0.5162038659511996,0.9,0.9892766101467407,0.88,0.9839587508600609,0.7338523468797351
enriched_shifted_weather,hist_gbm_poisson,63,17.7,0.15940056810473405,1.032778410316773,0.0185416580185246,0.14779830768131508,0.5062185329682204,0.9,0.986365419908762,0.88,0.97713175709869,0.7511595996423172
enriched_shifted_weather,xgboost,63,18.8,0.1604203795951518,1.0329316874664005,0.021255734376609325,0.14754533426892935,0.5029255609058015,0.9,0.990591935057202,0.9,0.9870493911486077,0.7355352519039394
enriched_shifted_weather,lightgbm,63,17.4,0.16406841997900407,1.0418332225600342,0.021838562455278918,0.13278956371179207,0.5082089779691461,0.9,0.9736958702898314,0.9,0.9808362994576851,0.6806615126720974
enriched_shifted_weather,catboost,63,32.4,0.16020330004821454,1.0355190372288887,0.024149416284925083,0.14326942568405,0.515177882880325,0.9,0.9910284331296748,0.9,0.9864991635262492,0.7667747511783768
plain_nohistory,hist_gbm_poisson,28,16.6,0.17227650990612062,1.0724256522203648,0.01735502058528162,0.08111221510001576,0.563272291747162,0.8,0.8556939291424982,0.72,0.8768544301791124,0.49851233335835593
plain_nohistory,xgboost,28,12.4,0.17490295103935447,1.0641167726131298,0.022386454045772552,0.0952956715049238,0.5601035642942772,0.8,0.89817800091537,0.76,0.915704569957301,0.5084350356595387
plain_nohistory,lightgbm,28,10.8,0.18059054126516075,1.0969147447901304,0.021536277861551503,0.0386670245583296,0.5718014884378391,0.8,0.8195174131128363,0.7,0.8308286621165942,0.47438149847577615
plain_nohistory,catboost,28,25.7,0.16325544011982077,1.0760795065847706,0.019430470051016897,0.07484007536907489,0.5722942643435406,0.9,0.8683267355911121,0.76,0.8665268941903924,0.5240066011993365
enriched_nohistory,hist_gbm_poisson,51,22.7,0.17231000968751034,1.0710530867394874,0.022524312973580332,0.08346282382361236,0.5666402543428396,0.8,0.88414269429272,0.74,0.8883219158337051,0.5091615356426651
enriched_nohistory,xgboost,51,17.9,0.17823462740156973,1.063160124073102,0.026817698031663895,0.096921611550433,0.5614783145144302,0.8,0.8752795033786148,0.78,0.9025819799924915,0.4988801814510782
enriched_nohistory,lightgbm,51,15.1,0.1816625757896661,1.0840482064038788,0.026326126796171516,0.061087153147136086,0.5623088169274146,0.8,0.8398350997878868,0.74,0.8609586176733373,0.4856928273269854
enriched_nohistory,catboost,51,32.9,0.16593212570285132,1.0855381274833364,0.021851706169000215,0.05850448686784426,0.5789239007904274,0.7,0.7933776431685268,0.78,0.8689934259378373,0.5054830547154426
plain_bare,hist_gbm_poisson,22,15.5,0.17468434221156595,1.0665141543221643,0.03395066987481486,0.09121460656823155,0.5745419271321749,0.9,0.9588184692019744,0.7,0.915436158504819,0.3684650803265987
plain_bare,xgboost,22,10.5,0.18422303852376523,1.063349086136521,0.044223638251423836,0.09660056354087732,0.58297836591965,0.9,0.9651308672743643,0.72,0.9296477425166881,0.3396073315042545
plain_bare,lightgbm,22,10.1,0.18223990112859687,1.0802233754027235,0.03621040251906445,0.06770096899849332,0.5795233249801494,0.8,0.834012660728226,0.68,0.8426226572140023,0.362003906149128
plain_bare,catboost,22,26.0,0.17780858272587366,1.0680156386801252,0.039585332451128316,0.08865395124585262,0.5970555782152497,0.9,0.9770771495719469,0.68,0.920808412482469,0.30034419624331526
enriched_bare,hist_gbm_poisson,45,23.3,0.17154525494415823,1.0666740766665,0.03298720619061207,0.0909420438714762,0.5697063219565848,0.7,0.9110980296679819,0.72,0.9160568958184908,0.4187536706538535
enriched_bare,xgboost,45,17.3,0.18283503037094687,1.0579090614736975,0.0423115361481905,0.10582038440453045,0.5644487024752095,0.8,0.9376539085720996,0.74,0.9290808935361992,0.3983564939124046
enriched_bare,lightgbm,45,14.6,0.1770161843744813,1.0706564963654104,0.036925317448784474,0.08414145036305676,0.5653732553066203,0.8,0.8526264592947483,0.72,0.8520651035298589,0.4218343984304024
enriched_bare,catboost,45,33.2,0.1699090449809257,1.0774976782073489,0.03248817865635312,0.0723999208764422,0.5865842200202079,0.8,0.83807719716417,0.7,0.8531155574176256,0.36959077306152444