From 55625d225ba3932083c05e6d2cb42a09c9560f4a Mon Sep 17 00:00:00 2001
From: Felix <fmohr@mail.upb.de>
Date: Wed, 27 Oct 2021 17:25:23 +0200
Subject: [PATCH] Some fixes in release

---
 components.json                | 2473 --------------------------------
 python/naiveautoml/LICENSE.txt |   17 +
 python/naiveautoml/setup.cfg   |    2 +
 python/setup.py                |   13 +-
 4 files changed, 29 insertions(+), 2476 deletions(-)
 delete mode 100644 components.json
 create mode 100644 python/naiveautoml/LICENSE.txt
 create mode 100644 python/naiveautoml/setup.cfg

diff --git a/components.json b/components.json
deleted file mode 100644
index b0e3a03..0000000
--- a/components.json
+++ /dev/null
@@ -1,2473 +0,0 @@
-{
-	"repository": "derived",
-	"components": [
-		{
-			"name": "pipeline",
-			"parameters": [],
-			"requiredInterface": [
-				{
-					"id": "preprocessor",
-					"name": "AbstractPreprocessor"
-				},
-				{
-					"id": "classifier",
-					"name": "Regressor"
-				},
-				"pipeline",
-				"MLPipeline",
-				"AbstractRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.bayes.BayesNet",
-			"parameters": [
-				{
-					"name": "D",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "Q",
-					"default": "weka.classifiers.bayes.net.search.local.K2",
-					"type": "cat",
-					"values": [
-						"weka.classifiers.bayes.net.search.local.K2",
-						"weka.classifiers.bayes.net.search.local.HillClimber",
-						"weka.classifiers.bayes.net.search.local.LAGDHillClimber",
-						"weka.classifiers.bayes.net.search.local.SimulatedAnnealing",
-						"weka.classifiers.bayes.net.search.local.TabuSearch",
-						"weka.classifiers.bayes.net.search.local.TAN"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.bayes.BayesNet",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.trees.DecisionStump",
-			"parameters": [],
-			"requiredInterface": [
-				"weka.classifiers.trees.DecisionStump",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor",
-				"BoostableBaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.rules.DecisionTable",
-			"parameters": [
-				{
-					"name": "E",
-					"default": "acc",
-					"type": "cat",
-					"values": [
-						"acc",
-						"rmse",
-						"mae",
-						"auc"
-					]
-				},
-				{
-					"name": "X",
-					"default": "4.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 4.0
-				},
-				{
-					"name": "S",
-					"default": "weka.attributeSelection.GreedyStepwise",
-					"type": "cat",
-					"values": [
-						"weka.attributeSelection.GreedyStepwise",
-						"weka.attributeSelection.BestFirst"
-					]
-				},
-				{
-					"name": "I",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.rules.DecisionTable",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.lazy.IBk",
-			"parameters": [
-				{
-					"name": "A",
-					"default": "weka.core.neighboursearch.LinearNNSearch",
-					"type": "cat",
-					"values": [
-						"weka.core.neighboursearch.LinearNNSearch",
-						"weka.core.neighboursearch.BallTree",
-						"weka.core.neighboursearch.KDTree",
-						"weka.core.neighboursearch.CoverTree"
-					]
-				},
-				{
-					"name": "K",
-					"default": "1",
-					"type": "cat",
-					"values": [
-						"1",
-						"2",
-						"3",
-						"4",
-						"5",
-						"6",
-						"7",
-						"8",
-						"10",
-						"16",
-						"32"
-					]
-				},
-				{
-					"name": "E",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "I",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.lazy.IBk",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.trees.J48",
-			"parameters": [
-				{
-					"name": "U",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "R",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "O",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "B",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "S",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "C",
-					"default": "0.25",
-					"type": "double",
-					"min": 0.0,
-					"max": 1.0
-				},
-				{
-					"name": "A",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "J",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "M",
-					"default": "2.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 64.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.trees.J48",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.rules.JRip",
-			"parameters": [
-				{
-					"name": "P",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "N",
-					"default": "2.0",
-					"type": "double",
-					"min": 1.0,
-					"max": 5.0
-				},
-				{
-					"name": "O",
-					"default": "2.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 5.0
-				},
-				{
-					"name": "F",
-					"default": "3",
-					"type": "cat",
-					"values": [
-						"1",
-						"2",
-						"3",
-						"4",
-						"5"
-					]
-				},
-				{
-					"name": "E",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.rules.JRip",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.lazy.KStar",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "a",
-					"type": "cat",
-					"values": [
-						"a",
-						"d",
-						"m",
-						"n"
-					]
-				},
-				{
-					"name": "E",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "B",
-					"default": "20.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 100.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.lazy.KStar",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"BoostableBaseClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.trees.LMT",
-			"parameters": [
-				{
-					"name": "R",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "B",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "C",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "P",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "A",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "W",
-					"default": "0.0",
-					"type": "double",
-					"min": 0.0,
-					"max": 1.0
-				},
-				{
-					"name": "M",
-					"default": "15.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 64.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.trees.LMT",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"BoostableBaseClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.Logistic",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "-1.0",
-					"type": "int",
-					"min": -1.0,
-					"max": 1000.0
-				},
-				{
-					"name": "R",
-					"default": "1.0E-7",
-					"type": "double",
-					"min": 1.0E-12,
-					"max": 10.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.Logistic",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.trees.M5P",
-			"parameters": [
-				{
-					"name": "N",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "R",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "U",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "M",
-					"default": "4.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 64.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.trees.M5P",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.rules.M5Rules",
-			"parameters": [
-				{
-					"name": "N",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "R",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "U",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "M",
-					"default": "4.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 64.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.rules.M5Rules",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.MultilayerPerceptron",
-			"parameters": [
-				{
-					"name": "L",
-					"default": "0.3",
-					"type": "double",
-					"min": 0.01,
-					"max": 1.0
-				},
-				{
-					"name": "V",
-					"default": "0.0",
-					"type": "int",
-					"min": 0.0,
-					"max": 100.0
-				},
-				{
-					"name": "R",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "B",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "C",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "E",
-					"default": "20.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 100.0
-				},
-				{
-					"name": "D",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "H",
-					"default": "a",
-					"type": "cat",
-					"values": [
-						"a",
-						"i",
-						"o",
-						"t"
-					]
-				},
-				{
-					"name": "M",
-					"default": "0.2",
-					"type": "double",
-					"min": 0.01,
-					"max": 1.0
-				},
-				{
-					"name": "I",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.MultilayerPerceptron",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler",
-				"RandomizableBaseClassifier",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.bayes.NaiveBayes",
-			"parameters": [
-				{
-					"name": "D",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "K",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.bayes.NaiveBayes",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.bayes.NaiveBayesMultinomial",
-			"parameters": [],
-			"requiredInterface": [
-				"weka.classifiers.bayes.NaiveBayesMultinomial",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.rules.OneR",
-			"parameters": [
-				{
-					"name": "B",
-					"default": "6.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 32.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.rules.OneR",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"BoostableBaseClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.rules.PART",
-			"parameters": [
-				{
-					"name": "R",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "B",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "C",
-					"default": "0.25",
-					"type": "double",
-					"min": 0.0,
-					"max": 1.0
-				},
-				{
-					"name": "N",
-					"default": "3.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 5.0
-				},
-				{
-					"name": "U",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "J",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "M",
-					"default": "2.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 64.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.rules.PART",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.trees.RandomForest",
-			"parameters": [
-				{
-					"name": "depthActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "O",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "featuresActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "depth",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"2",
-						"3",
-						"4",
-						"5",
-						"6",
-						"7",
-						"8",
-						"9",
-						"10",
-						"11",
-						"12",
-						"13",
-						"14",
-						"15",
-						"16",
-						"17",
-						"18",
-						"19",
-						"20"
-					]
-				},
-				{
-					"name": "B",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "P",
-					"default": "100.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 100.0
-				},
-				{
-					"name": "I",
-					"default": "100.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 256.0
-				},
-				{
-					"name": "V",
-					"default": "0.001",
-					"type": "cat",
-					"values": [
-						"0.1",
-						"1.0",
-						"10.0",
-						"0.0001",
-						"0.001",
-						"0.01",
-						"100.0",
-						"1e-06",
-						"1e-05"
-					]
-				},
-				{
-					"name": "N",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"2",
-						"4",
-						"8",
-						"16",
-						"32",
-						"64",
-						"128"
-					]
-				},
-				{
-					"name": "M",
-					"default": "1",
-					"type": "cat",
-					"values": [
-						"16",
-						"1",
-						"128",
-						"2",
-						"4",
-						"32",
-						"64",
-						"8"
-					]
-				},
-				{
-					"name": "K",
-					"default": "0.0",
-					"type": "int",
-					"min": 0.0,
-					"max": 32.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.trees.RandomForest",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler",
-				"RandomizableBaseClassifier",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.trees.RandomTree",
-			"parameters": [
-				{
-					"name": "backActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "depthActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "featuresActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "N",
-					"default": "0.0",
-					"type": "int",
-					"min": 0.0,
-					"max": 5.0
-				},
-				{
-					"name": "depth",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"2",
-						"3",
-						"4",
-						"5",
-						"6",
-						"7",
-						"8",
-						"9",
-						"10",
-						"11",
-						"12",
-						"13",
-						"14",
-						"15",
-						"16",
-						"17",
-						"18",
-						"19",
-						"20"
-					]
-				},
-				{
-					"name": "B",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "V",
-					"default": "0.001",
-					"type": "cat",
-					"values": [
-						"0.1",
-						"1.0",
-						"10.0",
-						"0.0001",
-						"0.001",
-						"0.01",
-						"100.0",
-						"1e-06",
-						"1e-05"
-					]
-				},
-				{
-					"name": "U",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "M",
-					"default": "1.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 64.0
-				},
-				{
-					"name": "K",
-					"default": "0.0",
-					"type": "int",
-					"min": 0.0,
-					"max": 32.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.trees.RandomTree",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler",
-				"RandomizableBaseClassifier",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.trees.REPTree",
-			"parameters": [
-				{
-					"name": "depthActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "L",
-					"default": "2.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 20.0
-				},
-				{
-					"name": "N",
-					"default": "3",
-					"type": "cat",
-					"values": [
-						"16",
-						"2",
-						"3",
-						"4",
-						"32",
-						"64",
-						"8"
-					]
-				},
-				{
-					"name": "P",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "V",
-					"default": "0.001",
-					"type": "double",
-					"min": 1.0E-5,
-					"max": 0.1
-				},
-				{
-					"name": "M",
-					"default": "2.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 64.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.trees.REPTree",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler",
-				"RandomizableBaseClassifier",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.SGD",
-			"parameters": [
-				{
-					"name": "F",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1",
-						"2",
-						"3",
-						"4"
-					]
-				},
-				{
-					"name": "N",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "M",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "L",
-					"default": "0.01",
-					"type": "cat",
-					"values": [
-						"1.0E-6",
-						"1.0E-5",
-						"1.0E-4",
-						"0.001",
-						"0.01",
-						"0.1"
-					]
-				},
-				{
-					"name": "R",
-					"default": "1.0E-4",
-					"type": "cat",
-					"values": [
-						"1.0E-6",
-						"1.0E-5",
-						"1.0E-4",
-						"0.001",
-						"0.01",
-						"0.1"
-					]
-				},
-				{
-					"name": "C",
-					"default": "0.001",
-					"type": "cat",
-					"values": [
-						"1.0E-6",
-						"1.0E-5",
-						"1.0E-4",
-						"0.001",
-						"0.01",
-						"0.1"
-					]
-				},
-				{
-					"name": "E",
-					"default": "500",
-					"type": "cat",
-					"values": [
-						"1",
-						"5",
-						"10",
-						"25",
-						"50",
-						"100",
-						"200",
-						"300",
-						"400",
-						"500",
-						"1000",
-						"2500",
-						"5000"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.SGD",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"RandomizableBaseClassifier",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.SimpleLinearRegression",
-			"parameters": [],
-			"requiredInterface": [
-				"weka.classifiers.functions.SimpleLinearRegression",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.SimpleLogistic",
-			"parameters": [
-				{
-					"name": "WActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "H",
-					"default": "50",
-					"type": "cat",
-					"values": [
-						"0",
-						"2",
-						"4",
-						"8",
-						"16",
-						"32",
-						"50",
-						"64",
-						"128",
-						"256",
-						"512",
-						"1024"
-					]
-				},
-				{
-					"name": "S",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "I",
-					"default": "128",
-					"type": "cat",
-					"values": [
-						"0",
-						"2",
-						"4",
-						"8",
-						"16",
-						"32",
-						"64",
-						"128",
-						"256",
-						"512",
-						"1024"
-					]
-				},
-				{
-					"name": "P",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "A",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "W",
-					"default": "0.0",
-					"type": "double",
-					"min": 0.0,
-					"max": 1.0
-				},
-				{
-					"name": "M",
-					"default": "128",
-					"type": "cat",
-					"values": [
-						"0",
-						"2",
-						"4",
-						"8",
-						"16",
-						"32",
-						"64",
-						"128",
-						"256",
-						"512",
-						"1024"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.SimpleLogistic",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"Regressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.supportVector.NormalizedPolyKernel",
-			"parameters": [
-				{
-					"name": "L",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "E",
-					"default": "1.0",
-					"type": "double",
-					"min": 0.2,
-					"max": 5.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.supportVector.NormalizedPolyKernel",
-				"K"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.supportVector.PolyKernel",
-			"parameters": [
-				{
-					"name": "L",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "E",
-					"default": "1.0",
-					"type": "double",
-					"min": 0.2,
-					"max": 5.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.supportVector.PolyKernel",
-				"K"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.supportVector.Puk",
-			"parameters": [
-				{
-					"name": "O",
-					"default": "1.0",
-					"type": "double",
-					"min": 0.1,
-					"max": 1.0
-				},
-				{
-					"name": "S",
-					"default": "1.0",
-					"type": "double",
-					"min": 0.1,
-					"max": 10.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.supportVector.Puk",
-				"K"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.supportVector.RBFKernel",
-			"parameters": [
-				{
-					"name": "G",
-					"default": "0.01",
-					"type": "double",
-					"min": 1.0E-4,
-					"max": 1.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.supportVector.RBFKernel",
-				"K"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.SMO",
-			"parameters": [
-				{
-					"name": "V",
-					"default": "-1",
-					"type": "cat",
-					"values": [
-						"-1",
-						"2",
-						"3",
-						"4",
-						"5",
-						"6",
-						"7",
-						"8",
-						"9",
-						"10"
-					]
-				},
-				{
-					"name": "L",
-					"default": "0.001",
-					"type": "cat",
-					"values": [
-						"0.1",
-						"1.0",
-						"10.0",
-						"0.0001",
-						"0.001",
-						"0.01",
-						"100.0",
-						"1e-06",
-						"1e-05"
-					]
-				},
-				{
-					"name": "M",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "P",
-					"default": "1e-12",
-					"type": "cat",
-					"values": [
-						"1e-08",
-						"1e-07",
-						"1e-09",
-						"1e-11",
-						"0.0001",
-						"1e-10",
-						"0.001",
-						"1e-13",
-						"1e-12",
-						"1e-14",
-						"1e-06",
-						"1e-05"
-					]
-				},
-				{
-					"name": "N",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1",
-						"2"
-					]
-				},
-				{
-					"name": "C",
-					"default": "1.0",
-					"type": "cat",
-					"values": [
-						"0.1",
-						"1.0",
-						"10.0",
-						"10000.0",
-						"0.0001",
-						"0.001",
-						"0.01",
-						"1000.0",
-						"100.0",
-						"1e-06",
-						"1e-05"
-					]
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "K",
-					"name": "K"
-				},
-				"weka.classifiers.functions.SMO",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.SMOreg",
-			"parameters": [
-				{
-					"name": "I",
-					"default": "weka.classifiers.functions.supportVector.RegSMOImproved",
-					"type": "cat",
-					"values": [
-						"weka.classifiers.functions.supportVector.RegSMOImproved"
-					]
-				},
-				{
-					"name": "N",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1",
-						"2"
-					]
-				},
-				{
-					"name": "C",
-					"default": "1.0",
-					"type": "cat",
-					"values": [
-						"0.1",
-						"1.0",
-						"10.0",
-						"10000.0",
-						"0.0001",
-						"0.001",
-						"0.01",
-						"1000.0",
-						"100.0",
-						"1e-06",
-						"1e-05"
-					]
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "K",
-					"name": "K"
-				},
-				"weka.classifiers.functions.SMOreg",
-				"AbstractRegressor",
-				"Regressor",
-				"BaseRegressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.functions.VotedPerceptron",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "10000.0",
-					"type": "int",
-					"min": 5000.0,
-					"max": 50000.0
-				},
-				{
-					"name": "E",
-					"default": "1.0",
-					"type": "double",
-					"min": 0.2,
-					"max": 5.0
-				},
-				{
-					"name": "I",
-					"default": "1.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 10.0
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.functions.VotedPerceptron",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"Regressor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.rules.ZeroR",
-			"parameters": [],
-			"requiredInterface": [
-				"weka.classifiers.rules.ZeroR",
-				"AbstractClassifier",
-				"Classifier",
-				"BaseClassifier",
-				"Regressor",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.AdaBoostM1",
-			"parameters": [
-				{
-					"name": "pActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "S",
-					"default": "1",
-					"type": "cat",
-					"values": [
-						"1"
-					]
-				},
-				{
-					"name": "Q",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "P",
-					"default": "100.0",
-					"type": "int",
-					"min": 10.0,
-					"max": 100.0
-				},
-				{
-					"name": "I",
-					"default": "10.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 128.0
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "W",
-					"name": "BoostableBaseClassifier"
-				},
-				"weka.classifiers.meta.AdaBoostM1",
-				"AbstractClassifier",
-				"Classifier",
-				"MetaClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.Bagging",
-			"parameters": [
-				{
-					"name": "O",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "P",
-					"default": "100.0",
-					"type": "int",
-					"min": 10.0,
-					"max": 200.0
-				},
-				{
-					"name": "I",
-					"default": "10.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 128.0
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "W",
-					"name": "BaseClassifier"
-				},
-				"weka.classifiers.meta.Bagging",
-				"AbstractClassifier",
-				"Classifier",
-				"MetaClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.ClassificationViaRegression",
-			"parameters": [],
-			"requiredInterface": [
-				{
-					"id": "W",
-					"name": "Regressor"
-				},
-				"weka.classifiers.meta.ClassificationViaRegression",
-				"AbstractClassifier",
-				"Classifier",
-				"MetaClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.LogitBoost",
-			"parameters": [
-				{
-					"name": "Q",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "P",
-					"default": "100",
-					"type": "cat",
-					"values": [
-						"100",
-						"90",
-						"80",
-						"70",
-						"60",
-						"95"
-					]
-				},
-				{
-					"name": "H",
-					"default": "1.0",
-					"type": "cat",
-					"values": [
-						"0.1",
-						"0.5",
-						"0.9",
-						"1.0"
-					]
-				},
-				{
-					"name": "L",
-					"default": "-1.7976931348623157E308",
-					"type": "cat",
-					"values": [
-						"0.0",
-						"0.1",
-						"0.01",
-						"-1.7976931348623157E308"
-					]
-				},
-				{
-					"name": "I",
-					"default": "10",
-					"type": "cat",
-					"values": [
-						"5",
-						"10",
-						"20",
-						"50",
-						"100"
-					]
-				},
-				{
-					"name": "Z",
-					"default": "3",
-					"type": "cat",
-					"values": [
-						"1",
-						"2",
-						"3",
-						"5",
-						"10"
-					]
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "W",
-					"name": "BaseClassifier"
-				},
-				"weka.classifiers.meta.LogitBoost",
-				"AbstractClassifier",
-				"MetaClassifier",
-				"WeightedInstancesHandler",
-				"PipelineClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.lazy.LWL",
-			"parameters": [
-				{
-					"name": "A",
-					"default": "weka.core.neighboursearch.LinearNNSearch",
-					"type": "cat",
-					"values": [
-						"weka.core.neighboursearch.LinearNNSearch",
-						"weka.core.neighboursearch.BallTree",
-						"weka.core.neighboursearch.KDTree",
-						"weka.core.neighboursearch.CoverTree"
-					]
-				},
-				{
-					"name": "U",
-					"default": "0.0",
-					"type": "int",
-					"min": 0.0,
-					"max": 4.0
-				},
-				{
-					"name": "K",
-					"default": "-1",
-					"type": "cat",
-					"values": [
-						"-1",
-						"10",
-						"30",
-						"60",
-						"90",
-						"120"
-					]
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "W",
-					"name": "WeightedInstancesHandler"
-				},
-				"weka.classifiers.lazy.LWL",
-				"AbstractClassifier",
-				"Classifier",
-				"MetaClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.MultiClassClassifier",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1",
-						"2",
-						"3"
-					]
-				},
-				{
-					"name": "L",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "R",
-					"default": "2.0",
-					"type": "double",
-					"min": 1.0,
-					"max": 10.0
-				},
-				{
-					"name": "P",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.classifiers.meta.MultiClassClassifier",
-				"AbstractClassifier",
-				"Classifier",
-				"MetaClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.RandomCommittee",
-			"parameters": [
-				{
-					"name": "I",
-					"default": "10.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 64.0
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "W",
-					"name": "RandomizableBaseClassifier"
-				},
-				"weka.classifiers.meta.RandomCommittee",
-				"AbstractClassifier",
-				"Classifier",
-				"MetaClassifier",
-				"AbstractRegressor",
-				"Regressor",
-				"MetaRegressor",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.RandomSubSpace",
-			"parameters": [
-				{
-					"name": "P",
-					"default": "0.5",
-					"type": "double",
-					"min": 0.1,
-					"max": 1.0
-				},
-				{
-					"name": "I",
-					"default": "10.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 64.0
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "W",
-					"name": "BaseClassifier"
-				},
-				"weka.classifiers.meta.RandomSubSpace",
-				"AbstractClassifier",
-				"Classifier",
-				"MetaClassifier",
-				"WeightedInstancesHandler"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.Stacking",
-			"parameters": [
-				{
-					"name": "S",
-					"default": "1",
-					"type": "cat",
-					"values": [
-						"1"
-					]
-				},
-				{
-					"name": "X",
-					"default": "10",
-					"type": "cat",
-					"values": [
-						"10"
-					]
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "M",
-					"name": "BaseClassifier"
-				},
-				{
-					"id": "B",
-					"name": "BaseClassifier"
-				},
-				"weka.classifiers.meta.Stacking",
-				"AbstractClassifier",
-				"Classifier",
-				"MetaRegressor",
-				"MetaClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.classifiers.meta.Vote",
-			"parameters": [
-				{
-					"name": "R",
-					"default": "AVG",
-					"type": "cat",
-					"values": [
-						"AVG",
-						"PROD",
-						"MAJ",
-						"MIN",
-						"MAX"
-					]
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "B",
-					"name": "BaseClassifier"
-				},
-				"weka.classifiers.meta.Vote",
-				"AbstractClassifier",
-				"MetaClassifier",
-				"MetaRegressor",
-				"PipelineClassifier"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.AttributeSelection.noranker",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "eval",
-					"name": "nonRankBasedEvaluator"
-				},
-				{
-					"id": "search",
-					"name": "nonRankBasedSearcher"
-				},
-				"weka.attributeSelection.AttributeSelection.noranker",
-				"AbstractPreprocessor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.AttributeSelection.ranker",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				{
-					"id": "eval",
-					"name": "rankBasedEvaluator"
-				},
-				{
-					"id": "search",
-					"name": "rankBasedSearcher"
-				},
-				"weka.attributeSelection.AttributeSelection.ranker",
-				"AbstractPreprocessor"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.BestFirst",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "S",
-					"default": "1",
-					"type": "cat",
-					"values": [
-						"0",
-						"1",
-						"2",
-						"3"
-					]
-				},
-				{
-					"name": "N",
-					"default": "1",
-					"type": "cat",
-					"values": [
-						"1",
-						"2",
-						"4",
-						"10",
-						"100",
-						"1000"
-					]
-				},
-				{
-					"name": "D",
-					"default": "1",
-					"type": "cat",
-					"values": [
-						"0",
-						"1",
-						"2"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.BestFirst",
-				"nonRankBasedSearcher"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.CfsSubsetEval",
-			"parameters": [
-				{
-					"name": "L",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "M",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "Z",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.CfsSubsetEval",
-				"nonRankBasedEvaluator"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.CorrelationAttributeEval",
-			"parameters": [],
-			"requiredInterface": [
-				"weka.attributeSelection.CorrelationAttributeEval",
-				"rankBasedEvaluator"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.GainRatioAttributeEval",
-			"parameters": [],
-			"requiredInterface": [
-				"weka.attributeSelection.GainRatioAttributeEval",
-				"rankBasedEvaluator"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.GreedyStepwise",
-			"parameters": [
-				{
-					"name": "B",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "C",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.GreedyStepwise",
-				"nonRankBasedSearcher"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.InfoGainAttributeEval",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "B",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.InfoGainAttributeEval",
-				"rankBasedEvaluator"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.OneRAttributeEval",
-			"parameters": [
-				{
-					"name": "B",
-					"default": "6.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 64.0
-				},
-				{
-					"name": "S",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0"
-					]
-				},
-				{
-					"name": "F",
-					"default": "10.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 15.0
-				},
-				{
-					"name": "D",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.OneRAttributeEval",
-				"rankBasedEvaluator"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.PrincipalComponents",
-			"parameters": [
-				{
-					"name": "numActivator",
-					"default": "0",
-					"type": "cat",
-					"values": [
-						"0",
-						"1"
-					]
-				},
-				{
-					"name": "A",
-					"default": "-1.0",
-					"type": "int",
-					"min": -1.0,
-					"max": -1.0
-				},
-				{
-					"name": "O",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "R",
-					"default": "0.95",
-					"type": "double",
-					"min": 0.5,
-					"max": 1.0
-				},
-				{
-					"name": "C",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.PrincipalComponents",
-				"rankBasedEvaluator"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.Ranker",
-			"parameters": [
-				{
-					"name": "N",
-					"default": "20",
-					"type": "cat",
-					"values": [
-						"1",
-						"2",
-						"3",
-						"4",
-						"8",
-						"10",
-						"20",
-						"50",
-						"100",
-						"1000"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.Ranker",
-				"rankBasedSearcher"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.ReliefFAttributeEval",
-			"parameters": [
-				{
-					"name": "W",
-					"default": "false",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				},
-				{
-					"name": "K",
-					"default": "10.0",
-					"type": "int",
-					"min": 2.0,
-					"max": 64.0
-				},
-				{
-					"name": "A",
-					"default": "2.0",
-					"type": "int",
-					"min": 1.0,
-					"max": 8.0
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.ReliefFAttributeEval",
-				"rankBasedEvaluator"
-			],
-			"providedInterface": []
-		},
-		{
-			"name": "weka.attributeSelection.SymmetricalUncertAttributeEval",
-			"parameters": [
-				{
-					"name": "M",
-					"default": "true",
-					"type": "cat",
-					"values": [
-						"true",
-						"false"
-					]
-				}
-			],
-			"requiredInterface": [
-				"weka.attributeSelection.SymmetricalUncertAttributeEval",
-				"rankBasedEvaluator"
-			],
-			"providedInterface": []
-		}
-	]
-}
\ No newline at end of file
diff --git a/python/naiveautoml/LICENSE.txt b/python/naiveautoml/LICENSE.txt
new file mode 100644
index 0000000..1c8ef26
--- /dev/null
+++ b/python/naiveautoml/LICENSE.txt
@@ -0,0 +1,17 @@
+MIT License
+Copyright (c) 2021 Felix Mohr
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
\ No newline at end of file
diff --git a/python/naiveautoml/setup.cfg b/python/naiveautoml/setup.cfg
new file mode 100644
index 0000000..224a779
--- /dev/null
+++ b/python/naiveautoml/setup.cfg
@@ -0,0 +1,2 @@
+[metadata]
+description-file = README.md
\ No newline at end of file
diff --git a/python/setup.py b/python/setup.py
index 9789184..819ec44 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -8,11 +8,17 @@
   author = 'Felix Mohr',                   # Type in your name
   author_email = 'mail@felixmohr.de',      # Type in your E-Mail
   url = 'https://github.com/fmohr/naiveautoml',   # Provide either the link to your github or to your website
-  download_url = 'https://github.com/fmohr/naiveautoml/archive/v_01.tar.gz',    # I explain this later on
+  download_url = 'https://github.com/fmohr/naiveautoml/archive/refs/tags/v0.1.tar.gz',
   keywords = ['AutoML', 'sklearn', 'naive', 'simple'],
   install_requires=[
-          'validators',
-          'beautifulsoup4',
+          'numpy',
+          'pandas',
+          'sklearn',
+          'configspace',
+          'scipy',
+          'openml',
+          'pebble',
+          'func_timeout'
       ],
   classifiers=[
     'Development Status :: 3 - Alpha',
@@ -23,4 +29,5 @@
     'Programming Language :: Python :: 3.8',
     'Programming Language :: Python :: 3.9'
   ],
+  package_data={'': ['searchspace.json']}
 )
\ No newline at end of file