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Update results from script: scripts/plm/plr_gate.py
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results/plm/plr_gate_coverage.csv

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Learner g,Learner m,Score,level,Coverage,CI Length,Bias,Uniform Coverage,Uniform CI Length,repetition
2-
LGBM Regr.,LGBM Regr.,IV-type,0.9,0.8053333333333333,0.3409114324357686,0.10830011848130718,0.991,0.8017592987199822,1000
3-
LGBM Regr.,LGBM Regr.,IV-type,0.95,0.875,0.4062210269314008,0.10830011848130718,0.988,0.799796307936306,1000
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LGBM Regr.,LGBM Regr.,partialling out,0.9,0.7383333333333334,0.4124415095407824,0.1366399549532388,0.984,0.9697388963048222,1000
5-
LGBM Regr.,LGBM Regr.,partialling out,0.95,0.8283333333333334,0.49145437088373556,0.1366399549532388,0.984,0.9665687910235732,1000
6-
LGBM Regr.,LassoCV,IV-type,0.9,0.8936666666666666,0.35821185324988614,0.08767343268627296,0.999,0.8442099807695619,1000
7-
LGBM Regr.,LassoCV,IV-type,0.95,0.9493333333333334,0.4268357498206965,0.08767343268627296,0.999,0.8418490502463957,1000
8-
LGBM Regr.,LassoCV,partialling out,0.9,0.8396666666666667,0.5553838841615836,0.15655208513456628,0.995,1.3020013862133748,1000
9-
LGBM Regr.,LassoCV,partialling out,0.95,0.9026666666666666,0.6617807157516657,0.15655208513456628,0.996,1.3068899330904447,1000
10-
LassoCV,LGBM Regr.,IV-type,0.9,0.7393333333333334,0.35377029877119814,0.1253820270670297,0.986,0.8278870895082657,1000
11-
LassoCV,LGBM Regr.,IV-type,0.95,0.8236666666666667,0.42154331122861627,0.1253820270670297,0.983,0.8318320743030287,1000
12-
LassoCV,LGBM Regr.,partialling out,0.9,0.144,0.48091195717862995,0.4806335238545862,0.154,1.1322758027985098,1000
13-
LassoCV,LGBM Regr.,partialling out,0.95,0.191,0.5730419414593854,0.4806335238545862,0.156,1.1291510461071579,1000
14-
LassoCV,LassoCV,IV-type,0.9,0.9043333333333333,0.3571755626965762,0.0846962632601286,1.0,0.8373681252041506,1000
15-
LassoCV,LassoCV,IV-type,0.95,0.951,0.4256009334645622,0.0846962632601286,0.999,0.842347593014819,1000
16-
LassoCV,LassoCV,partialling out,0.9,0.8886666666666666,0.36826827935260703,0.08969215106833642,0.997,0.8647058876249634,1000
17-
LassoCV,LassoCV,partialling out,0.95,0.944,0.43881872061612937,0.08969215106833642,0.997,0.8654820471522434,1000
18-
LassoCV,RF Regr.,IV-type,0.9,0.8986666666666666,0.35592501324799986,0.08510323311217904,0.999,0.8366218670463145,1000
19-
LassoCV,RF Regr.,IV-type,0.95,0.9483333333333334,0.42411081188782424,0.08510323311217904,0.999,0.8366949606336201,1000
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LassoCV,RF Regr.,partialling out,0.9,0.7383333333333334,0.4030595445326118,0.13187581900072584,0.99,0.9493412021611323,1000
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LassoCV,RF Regr.,partialling out,0.95,0.833,0.48027507005177655,0.13187581900072584,0.991,0.9490391291628868,1000
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RF Regr.,LassoCV,IV-type,0.9,0.8883333333333334,0.3469399138393356,0.08520954380177768,1.0,0.8161804056188466,1000
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RF Regr.,LassoCV,IV-type,0.95,0.9433333333333334,0.413404405585196,0.08520954380177768,0.998,0.8113422076955483,1000
24-
RF Regr.,LassoCV,partialling out,0.9,0.867,0.41304588013208265,0.10868702662568211,0.998,0.9703778734057933,1000
25-
RF Regr.,LassoCV,partialling out,0.95,0.926,0.4921745228613064,0.10868702662568211,0.998,0.9699783780272438,1000
26-
RF Regr.,RF Regr.,IV-type,0.9,0.8883333333333334,0.34434350122208923,0.08569474479321623,0.998,0.808725225751662,1000
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RF Regr.,RF Regr.,IV-type,0.95,0.9463333333333334,0.410310589129175,0.08569474479321623,0.997,0.8079739610497064,1000
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RF Regr.,RF Regr.,partialling out,0.9,0.8866666666666666,0.36881414918104743,0.09303338687448989,0.999,0.8697573903122439,1000
29-
RF Regr.,RF Regr.,partialling out,0.95,0.9396666666666667,0.4394691646352566,0.09303338687448989,0.998,0.8652094967951268,1000
2+
LGBM Regr.,LGBM Regr.,IV-type,0.9,0.806,0.340589476099536,0.10642719318016228,0.987,0.8004940282247246,1000
3+
LGBM Regr.,LGBM Regr.,IV-type,0.95,0.876,0.4058373922946947,0.10642719318016228,0.983,0.8008650552894343,1000
4+
LGBM Regr.,LGBM Regr.,partialling out,0.9,0.744,0.41216781442446043,0.13930890748776442,0.978,0.9711592306701852,1000
5+
LGBM Regr.,LGBM Regr.,partialling out,0.95,0.8313333333333334,0.49112824303749686,0.13930890748776442,0.978,0.9674597871517567,1000
6+
LGBM Regr.,LassoCV,IV-type,0.9,0.8916666666666666,0.3577177065925385,0.09023588445552218,1.0,0.8406624541397631,1000
7+
LGBM Regr.,LassoCV,IV-type,0.95,0.9376666666666666,0.4262469377613054,0.09023588445552218,0.998,0.8396811667915306,1000
8+
LGBM Regr.,LassoCV,partialling out,0.9,0.851,0.5544324938243242,0.15307433721758,0.998,1.3050834424316233,1000
9+
LGBM Regr.,LassoCV,partialling out,0.95,0.9143333333333333,0.660647064242672,0.15307433721758,0.996,1.3090104136830218,1000
10+
LassoCV,LGBM Regr.,IV-type,0.9,0.749,0.35340599486147595,0.12225964634750337,0.977,0.8310427452560518,1000
11+
LassoCV,LGBM Regr.,IV-type,0.95,0.8353333333333334,0.421109216345775,0.12225964634750337,0.981,0.8273196308576153,1000
12+
LassoCV,LGBM Regr.,partialling out,0.9,0.13166666666666665,0.4816129404694944,0.48357343001492625,0.178,1.134778768017635,1000
13+
LassoCV,LGBM Regr.,partialling out,0.95,0.17466666666666666,0.5738772145690085,0.48357343001492625,0.171,1.1277997900457917,1000
14+
LassoCV,LassoCV,IV-type,0.9,0.8946666666666666,0.35674724983816697,0.0860954784479901,0.997,0.8404382654949778,1000
15+
LassoCV,LassoCV,IV-type,0.95,0.949,0.4250905672150416,0.0860954784479901,0.998,0.8392315655701177,1000
16+
LassoCV,LassoCV,partialling out,0.9,0.8956666666666666,0.36721873313399944,0.08935733034120422,1.0,0.8631111662911434,1000
17+
LassoCV,LassoCV,partialling out,0.95,0.9426666666666667,0.43756810916057176,0.08935733034120422,0.999,0.8663882678503069,1000
18+
LassoCV,RF Regr.,IV-type,0.9,0.8886666666666666,0.35548185477146965,0.08641145515163902,0.998,0.8365905528843341,1000
19+
LassoCV,RF Regr.,IV-type,0.95,0.9456666666666667,0.42358275599323825,0.08641145515163902,0.996,0.8364714904166475,1000
20+
LassoCV,RF Regr.,partialling out,0.9,0.7493333333333334,0.4049270401478124,0.13355260607357494,0.986,0.9506532809092213,1000
21+
LassoCV,RF Regr.,partialling out,0.95,0.8326666666666667,0.48250032832832196,0.13355260607357494,0.986,0.953296010770798,1000
22+
RF Regr.,LassoCV,IV-type,0.9,0.8846666666666666,0.3463895774754974,0.08804499016875705,0.996,0.8129149828061188,1000
23+
RF Regr.,LassoCV,IV-type,0.95,0.937,0.4127486393608757,0.08804499016875705,0.994,0.8138385193812449,1000
24+
RF Regr.,LassoCV,partialling out,0.9,0.8646666666666666,0.4124715835614797,0.1086839758361102,0.996,0.9727843917949384,1000
25+
RF Regr.,LassoCV,partialling out,0.95,0.9253333333333333,0.49149020628967766,0.1086839758361102,0.999,0.9742832383410707,1000
26+
RF Regr.,RF Regr.,IV-type,0.9,0.8823333333333334,0.3442575451597504,0.08764869687656554,0.998,0.8096053046000788,1000
27+
RF Regr.,RF Regr.,IV-type,0.95,0.9413333333333334,0.4102081661635831,0.08764869687656554,0.997,0.8116011089606914,1000
28+
RF Regr.,RF Regr.,partialling out,0.9,0.8836666666666666,0.3684983412988984,0.09321084514903152,0.997,0.8668637316494815,1000
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RF Regr.,RF Regr.,partialling out,0.95,0.9376666666666666,0.4390928563334698,0.09321084514903152,0.996,0.8668288739442291,1000

results/plm/plr_gate_metadata.csv

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DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
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0.11.dev0,PLRGATECoverageSimulation,2025-11-17 11:46,184.07251759767533,3.12.3,scripts/plm/plr_gate_config.yml
2+
0.12.dev0,PLRGATECoverageSimulation,2025-12-04 20:14,184.69524136781692,3.12.3,scripts/plm/plr_gate_config.yml

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