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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,0.9,0.796,0.33979387523253995,0.10832024259607073,0.988,0.7987743234601482,1000
3-
LGBM Regr.,LGBM Regr.,IV-type,0.95,0.868,0.4048893753892201,0.10832024259607073,0.99,0.7981381466570634,1000
4-
LGBM Regr.,LGBM Regr.,partialling out,0.9,0.7426666666666666,0.41253739858303995,0.1379360725471448,0.973,0.9685345214480735,1000
5-
LGBM Regr.,LGBM Regr.,partialling out,0.95,0.827,0.49156862972492193,0.1379360725471448,0.977,0.9706519271358062,1000
6-
LGBM Regr.,LassoCV,IV-type,0.9,0.8903333333333334,0.3583176199626944,0.08991666159175972,0.998,0.8451480137128867,1000
7-
LGBM Regr.,LassoCV,IV-type,0.95,0.94,0.4269617786323006,0.08991666159175972,1.0,0.8422233010378128,1000
8-
LGBM Regr.,LassoCV,partialling out,0.9,0.848,0.5529121340916043,0.15054236219738926,0.999,1.3033198207453243,1000
9-
LGBM Regr.,LassoCV,partialling out,0.95,0.9123333333333333,0.6588354438827505,0.15054236219738926,0.998,1.3030953275783792,1000
10-
LassoCV,LGBM Regr.,IV-type,0.9,0.742,0.3531330151725611,0.12340559819327977,0.986,0.8300293210286666,1000
11-
LassoCV,LGBM Regr.,IV-type,0.95,0.8276666666666667,0.42078394098387195,0.12340559819327977,0.984,0.8283739312540487,1000
12-
LassoCV,LGBM Regr.,partialling out,0.9,0.12766666666666665,0.47905979871807697,0.48500341376693923,0.16,1.122577859602209,1000
13-
LassoCV,LGBM Regr.,partialling out,0.95,0.182,0.5708349585298022,0.48500341376693923,0.16,1.1252861010872666,1000
14-
LassoCV,LassoCV,IV-type,0.9,0.905,0.35645532493693804,0.08490211367538716,0.997,0.8399910654126411,1000
15-
LassoCV,LassoCV,IV-type,0.95,0.954,0.4247427172402937,0.08490211367538716,0.999,0.8368436044474815,1000
16-
LassoCV,LassoCV,partialling out,0.9,0.8943333333333334,0.368066120806204,0.08948202507419564,0.998,0.8643461362966711,1000
17-
LassoCV,LassoCV,partialling out,0.95,0.9503333333333334,0.438577833850508,0.08948202507419564,0.999,0.8637601952261709,1000
18-
LassoCV,RF Regr.,IV-type,0.9,0.9016666666666666,0.35500723548805535,0.08586161820519025,1.0,0.8353326719489717,1000
19-
LassoCV,RF Regr.,IV-type,0.95,0.952,0.4230172122350473,0.08586161820519025,1.0,0.8355837734736805,1000
20-
LassoCV,RF Regr.,partialling out,0.9,0.7353333333333334,0.4023375098601938,0.13394637674951615,0.984,0.9460067864994943,1000
21-
LassoCV,RF Regr.,partialling out,0.95,0.8286666666666667,0.47941471267386726,0.13394637674951615,0.983,0.9439115267272103,1000
22-
RF Regr.,LassoCV,IV-type,0.9,0.889,0.3468752399423248,0.0860424576014443,1.0,0.8175427756023521,1000
23-
RF Regr.,LassoCV,IV-type,0.95,0.9396666666666667,0.41332734188371884,0.0860424576014443,0.999,0.8150835598723535,1000
24-
RF Regr.,LassoCV,partialling out,0.9,0.8663333333333334,0.4123094410216395,0.10900134257780769,0.998,0.9721969733962775,1000
25-
RF Regr.,LassoCV,partialling out,0.95,0.9203333333333333,0.49129700153684036,0.10900134257780769,0.997,0.9677084911245076,1000
26-
RF Regr.,RF Regr.,IV-type,0.9,0.8866666666666666,0.3435260325999401,0.08655262597325532,1.0,0.8058250235958847,1000
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RF Regr.,RF Regr.,IV-type,0.95,0.9433333333333334,0.4093365151862714,0.08655262597325532,1.0,0.8074016774960018,1000
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RF Regr.,RF Regr.,partialling out,0.9,0.8973333333333333,0.368415125024972,0.09153529382288327,1.0,0.8677735227889573,1000
29-
RF Regr.,RF Regr.,partialling out,0.95,0.9456666666666667,0.43899369802713123,0.09153529382288327,1.0,0.8665965965230119,1000
2+
LGBM Regr.,LGBM Regr.,IV-type,0.9,0.792,0.3409717982379027,0.10939094977617905,0.993,0.8022444119321607,1000
3+
LGBM Regr.,LGBM Regr.,IV-type,0.95,0.868,0.4062929572212102,0.10939094977617905,0.993,0.8004798193792318,1000
4+
LGBM Regr.,LGBM Regr.,partialling out,0.9,0.7256666666666667,0.41261199381065716,0.14296451918548386,0.97,0.9675570982673285,1000
5+
LGBM Regr.,LGBM Regr.,partialling out,0.95,0.815,0.49165751542098196,0.14296451918548386,0.967,0.9691480724040933,1000
6+
LGBM Regr.,LassoCV,IV-type,0.9,0.877,0.35826783725657413,0.09169163906741995,0.999,0.8408389172164787,1000
7+
LGBM Regr.,LassoCV,IV-type,0.95,0.93,0.42690245887919315,0.09169163906741995,0.997,0.8447866030999811,1000
8+
LGBM Regr.,LassoCV,partialling out,0.9,0.8436666666666667,0.5545701417184685,0.15552961423549327,0.998,1.3051628808444764,1000
9+
LGBM Regr.,LassoCV,partialling out,0.95,0.901,0.6608110818249359,0.15552961423549327,0.995,1.3025794190401572,1000
10+
LassoCV,LGBM Regr.,IV-type,0.9,0.7456666666666666,0.3540709326890836,0.12416752914751389,0.987,0.8320224393479907,1000
11+
LassoCV,LGBM Regr.,IV-type,0.95,0.837,0.42190153863677704,0.12416752914751389,0.984,0.8317500001409704,1000
12+
LassoCV,LGBM Regr.,partialling out,0.9,0.1333333333333333,0.48177803693340226,0.48575358485471176,0.177,1.1312945673131298,1000
13+
LassoCV,LGBM Regr.,partialling out,0.95,0.18,0.5740739391394702,0.48575358485471176,0.163,1.1319600186032173,1000
14+
LassoCV,LassoCV,IV-type,0.9,0.8926666666666666,0.35742311987476943,0.0870152370686674,1.0,0.8398941995619424,1000
15+
LassoCV,LassoCV,IV-type,0.95,0.9413333333333334,0.4258959160365205,0.0870152370686674,1.0,0.8405778234098288,1000
16+
LassoCV,LassoCV,partialling out,0.9,0.8856666666666666,0.3675924080229034,0.09140883729216352,0.999,0.8634618636354112,1000
17+
LassoCV,LassoCV,partialling out,0.95,0.937,0.4380133702538254,0.09140883729216352,0.998,0.8645135749451283,1000
18+
LassoCV,RF Regr.,IV-type,0.9,0.8906666666666666,0.35602270119404505,0.08734257475647278,1.0,0.8374639259045487,1000
19+
LassoCV,RF Regr.,IV-type,0.95,0.9416666666666667,0.4242272142550836,0.08734257475647278,0.999,0.836868604185174,1000
20+
LassoCV,RF Regr.,partialling out,0.9,0.738,0.40491199800883637,0.13642422484844158,0.983,0.9500817559029185,1000
21+
LassoCV,RF Regr.,partialling out,0.95,0.8273333333333334,0.4824824045142146,0.13642422484844158,0.983,0.9523261430293178,1000
22+
RF Regr.,LassoCV,IV-type,0.9,0.8773333333333334,0.34720295214031466,0.08839198383861967,0.998,0.8185421027515423,1000
23+
RF Regr.,LassoCV,IV-type,0.95,0.9343333333333333,0.41371783505273413,0.08839198383861967,0.998,0.8146669237329567,1000
24+
RF Regr.,LassoCV,partialling out,0.9,0.8533333333333334,0.41301433989509856,0.10966336398968128,0.996,0.9683790675299301,1000
25+
RF Regr.,LassoCV,partialling out,0.95,0.9136666666666666,0.49213694035089944,0.10966336398968128,0.998,0.9669097488144158,1000
26+
RF Regr.,RF Regr.,IV-type,0.9,0.8783333333333334,0.3444973770845564,0.08786209409395863,1.0,0.8103855381771613,1000
27+
RF Regr.,RF Regr.,IV-type,0.95,0.9303333333333333,0.4104939435283654,0.08786209409395863,0.998,0.8085416729445144,1000
28+
RF Regr.,RF Regr.,partialling out,0.9,0.8793333333333334,0.3693751123936641,0.0927826393282892,0.999,0.8668280374940234,1000
29+
RF Regr.,RF Regr.,partialling out,0.95,0.9333333333333333,0.44013759353091364,0.0927826393282892,0.998,0.8658046899691123,1000

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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0.10.0,PLRGATECoverageSimulation,2025-05-28 12:13,19.178568251927693,3.12.9,scripts/plm/plr_gate_config.yml
2+
0.11.dev0,PLRGATECoverageSimulation,2025-05-28 15:27,184.28431547085444,3.12.3,scripts/plm/plr_gate_config.yml

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