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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,0.9,0.8023333333333333,0.340614107591605,0.10669475143783842,0.987,0.7987268267983838,1000
3-
LGBM Regr.,LGBM Regr.,IV-type,0.95,0.8706666666666666,0.40586674252777905,0.10669475143783842,0.988,0.7989724883932184,1000
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LGBM Regr.,LGBM Regr.,partialling out,0.9,0.725,0.41206326461441856,0.14116055364172336,0.982,0.9688824136316435,1000
5-
LGBM Regr.,LGBM Regr.,partialling out,0.95,0.816,0.4910036642549748,0.14116055364172336,0.978,0.963097819307053,1000
6-
LGBM Regr.,LassoCV,IV-type,0.9,0.884,0.3584385924494663,0.09037899338673383,0.999,0.8422006093284867,1000
7-
LGBM Regr.,LassoCV,IV-type,0.95,0.94,0.4271059262411261,0.09037899338673383,0.999,0.8410103142728071,1000
8-
LGBM Regr.,LassoCV,partialling out,0.9,0.846,0.5546020564560807,0.15058630900692344,0.995,1.3030240395599795,1000
9-
LGBM Regr.,LassoCV,partialling out,0.95,0.9063333333333333,0.6608491105803649,0.15058630900692344,0.998,1.3052579182429735,1000
10-
LassoCV,LGBM Regr.,IV-type,0.9,0.7443333333333334,0.3533683685919372,0.12308426099091321,0.984,0.8290587683546056,1000
11-
LassoCV,LGBM Regr.,IV-type,0.95,0.828,0.4210643818802881,0.12308426099091321,0.986,0.8297177472370508,1000
12-
LassoCV,LGBM Regr.,partialling out,0.9,0.12766666666666665,0.4805861056396863,0.48492787025671996,0.166,1.1277373422329622,1000
13-
LassoCV,LGBM Regr.,partialling out,0.95,0.18,0.5726536654023722,0.48492787025671996,0.163,1.1286363645960298,1000
14-
LassoCV,LassoCV,IV-type,0.9,0.908,0.35675825943241785,0.08468553801157398,0.998,0.8347654007058711,1000
15-
LassoCV,LassoCV,IV-type,0.95,0.9536666666666667,0.42510368595573833,0.08468553801157398,1.0,0.8406082357109622,1000
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LassoCV,LassoCV,partialling out,0.9,0.897,0.3685816198393858,0.08926222502259333,0.999,0.8634981533000406,1000
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LassoCV,LassoCV,partialling out,0.95,0.9493333333333334,0.43919208883499217,0.08926222502259333,0.998,0.8629765470291304,1000
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LassoCV,RF Regr.,IV-type,0.9,0.9046666666666666,0.35535128701248625,0.08564429580896525,0.998,0.8309506852608253,1000
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LassoCV,RF Regr.,IV-type,0.95,0.9526666666666667,0.423427174912371,0.08564429580896525,0.997,0.8339321583590988,1000
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LassoCV,RF Regr.,partialling out,0.9,0.7333333333333334,0.4028059779258174,0.13583622582602936,0.98,0.9463483076426671,1000
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LassoCV,RF Regr.,partialling out,0.95,0.8286666666666667,0.4799729268039788,0.13583622582602936,0.988,0.9464873702847479,1000
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RF Regr.,LassoCV,IV-type,0.9,0.8856666666666666,0.34695511339781726,0.0872292667085423,0.999,0.8159480135750993,1000
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RF Regr.,LassoCV,IV-type,0.95,0.936,0.41342251697621396,0.0872292667085423,0.998,0.8161295955897384,1000
24-
RF Regr.,LassoCV,partialling out,0.9,0.86,0.4138648906001244,0.108596480808861,0.999,0.97698823470601,1000
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RF Regr.,LassoCV,partialling out,0.95,0.9236666666666666,0.4931504340269086,0.108596480808861,0.999,0.9729165052534585,1000
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RF Regr.,RF Regr.,IV-type,0.9,0.8836666666666666,0.34359869293370354,0.08702820649024633,1.0,0.8068440871102968,1000
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RF Regr.,RF Regr.,IV-type,0.95,0.9393333333333334,0.4094230953141002,0.08702820649024633,0.998,0.8071122999062327,1000
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RF Regr.,RF Regr.,partialling out,0.9,0.8806666666666666,0.3685754520029418,0.09347367483176777,1.0,0.8690762276450229,1000
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RF Regr.,RF Regr.,partialling out,0.95,0.9383333333333334,0.4391847394045658,0.09347367483176777,1.0,0.8688884478341746,1000
2+
LGBM Regr.,LGBM Regr.,IV-type,0.9,0.794,0.34039097989929323,0.10996244021435428,0.992,0.7985363445318471,1000
3+
LGBM Regr.,LGBM Regr.,IV-type,0.95,0.8646666666666666,0.40560086948368634,0.10996244021435428,0.988,0.7989497121363136,1000
4+
LGBM Regr.,LGBM Regr.,partialling out,0.9,0.7403333333333333,0.4121990949361976,0.14000136984606248,0.98,0.9732951637644821,1000
5+
LGBM Regr.,LGBM Regr.,partialling out,0.95,0.8226666666666667,0.49116551606618364,0.14000136984606248,0.979,0.970490906555309,1000
6+
LGBM Regr.,LassoCV,IV-type,0.9,0.875,0.35821915738907717,0.0926838853161814,1.0,0.8415239536002534,1000
7+
LGBM Regr.,LassoCV,IV-type,0.95,0.9343333333333333,0.42684445323935816,0.0926838853161814,0.998,0.8396643304710062,1000
8+
LGBM Regr.,LassoCV,partialling out,0.9,0.8573333333333334,0.5544776734850916,0.15109645763906593,1.0,1.3029617117268792,1000
9+
LGBM Regr.,LassoCV,partialling out,0.95,0.9206666666666666,0.6607008991289419,0.15109645763906593,0.997,1.2998315248240804,1000
10+
LassoCV,LGBM Regr.,IV-type,0.9,0.7163333333333333,0.353651976819609,0.12795329417339824,0.986,0.8307718361994854,1000
11+
LassoCV,LGBM Regr.,IV-type,0.95,0.812,0.4214023219272613,0.12795329417339824,0.986,0.8299509093514186,1000
12+
LassoCV,LGBM Regr.,partialling out,0.9,0.153,0.48227061524945375,0.47705751440082,0.186,1.1293996780513653,1000
13+
LassoCV,LGBM Regr.,partialling out,0.95,0.19666666666666666,0.5746608824049421,0.47705751440082,0.2,1.1331501847151988,1000
14+
LassoCV,LassoCV,IV-type,0.9,0.894,0.3567909805774525,0.08720030959955781,1.0,0.8379481107440971,1000
15+
LassoCV,LassoCV,IV-type,0.95,0.9443333333333334,0.425142675604878,0.08720030959955781,0.999,0.8372526073211394,1000
16+
LassoCV,LassoCV,partialling out,0.9,0.8903333333333334,0.36794475532392246,0.09196794783532097,1.0,0.8651972935534187,1000
17+
LassoCV,LassoCV,partialling out,0.95,0.943,0.4384332179586496,0.09196794783532097,0.999,0.8653275873310468,1000
18+
LassoCV,RF Regr.,IV-type,0.9,0.888,0.35565076241770976,0.08801288004439413,0.999,0.836428639272237,1000
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LassoCV,RF Regr.,IV-type,0.95,0.9436666666666667,0.42378402186755043,0.08801288004439413,0.999,0.8380334103705674,1000
20+
LassoCV,RF Regr.,partialling out,0.9,0.755,0.40437308174199216,0.13257587113478758,0.984,0.9528722463750902,1000
21+
LassoCV,RF Regr.,partialling out,0.95,0.84,0.4818402461747792,0.13257587113478758,0.987,0.9530223996886317,1000
22+
RF Regr.,LassoCV,IV-type,0.9,0.8786666666666666,0.34683779869312964,0.08863943282865501,0.999,0.8129069985927083,1000
23+
RF Regr.,LassoCV,IV-type,0.95,0.9363333333333334,0.4132827278835693,0.08863943282865501,0.999,0.8106200280369072,1000
24+
RF Regr.,LassoCV,partialling out,0.9,0.876,0.41229188635555847,0.1063156469979095,0.998,0.9697196791996823,1000
25+
RF Regr.,LassoCV,partialling out,0.95,0.9336666666666666,0.4912760838620298,0.1063156469979095,1.0,0.9678399719243883,1000
26+
RF Regr.,RF Regr.,IV-type,0.9,0.879,0.34379508384897806,0.08882882234430942,0.997,0.8077113920377728,1000
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RF Regr.,RF Regr.,IV-type,0.95,0.932,0.40965710952334156,0.08882882234430942,0.998,0.8115195081784735,1000
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RF Regr.,RF Regr.,partialling out,0.9,0.885,0.3683217729276454,0.0915713260351349,1.0,0.8652487630115112,1000
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RF Regr.,RF Regr.,partialling out,0.95,0.9386666666666666,0.438882462142282,0.0915713260351349,1.0,0.8665925848261755,1000

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,2025-06-05 15:40,184.26536533435186,3.12.3,scripts/plm/plr_gate_config.yml
2+
0.11.dev0,PLRGATECoverageSimulation,2025-09-08 09:41,182.90292783578238,3.12.3,scripts/plm/plr_gate_config.yml

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