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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,0.9,0.794,0.34039097989929323,0.10996244021435428,0.992,0.7985363445318471,1000
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
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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
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LassoCV,RF Regr.,partialling out,0.95,0.84,0.4818402461747792,0.13257587113478758,0.987,0.9530223996886317,1000
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RF Regr.,LassoCV,IV-type,0.9,0.8786666666666666,0.34683779869312964,0.08863943282865501,0.999,0.8129069985927083,1000
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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
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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
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
4+
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
20+
LassoCV,RF Regr.,partialling out,0.9,0.7383333333333334,0.4030595445326118,0.13187581900072584,0.99,0.9493412021611323,1000
21+
LassoCV,RF Regr.,partialling out,0.95,0.833,0.48027507005177655,0.13187581900072584,0.991,0.9490391291628868,1000
22+
RF Regr.,LassoCV,IV-type,0.9,0.8883333333333334,0.3469399138393356,0.08520954380177768,1.0,0.8161804056188466,1000
23+
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
27+
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

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,2025-09-08 09:41,182.90292783578238,3.12.3,scripts/plm/plr_gate_config.yml
2+
0.11.dev0,PLRGATECoverageSimulation,2025-11-17 11:46,184.07251759767533,3.12.3,scripts/plm/plr_gate_config.yml

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