# HG changeset patch # User bgruening # Date 1533400413 14400 # Node ID 18ac21927d3dbefdde30910129b4905cbbf59ac9 # Parent c02c2bf137ab85c68f4f0043bbdec62a58bf722a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 76583c1fcd9d06a4679cc46ffaee44117b9e22cd diff -r c02c2bf137ab -r 18ac21927d3d main_macros.xml --- a/main_macros.xml Fri Jul 13 03:54:29 2018 -0400 +++ b/main_macros.xml Sat Aug 04 12:33:33 2018 -0400 @@ -34,24 +34,20 @@ if inputs['selected_algorithm'] == 'SelectFromModel': if not options['threshold'] or options['threshold'] == 'None': options['threshold'] = None - if 'extra_estimator' in inputs and inputs['extra_estimator']['has_estimator'] == 'no_load': - with open("inputs['extra_estimator']['fitted_estimator']", 'rb') as model_handler: - fitted_estimator = pickle.load(model_handler) - new_selector = selector(fitted_estimator, prefit=True, **options) - else: - estimator=inputs["estimator"] - if inputs["extra_estimator"]["has_estimator"]=='no': - estimator=inputs["extra_estimator"]["new_estimator"] - estimator=eval(estimator.replace('__dq__', '"').replace("__sq__","'")) - new_selector = selector(estimator, **options) + if inputs['model_inputter']['input_mode'] == 'prefitted': + model_file = inputs['model_inputter']['fitted_estimator'] + with open(model_file, 'rb') as model_handler: + fitted_estimator = pickle.load(model_handler) + new_selector = selector(fitted_estimator, prefit=True, **options) + else: + estimator_json = inputs['model_inputter']["estimator_selector"] + estimator = get_estimator(estimator_json) + new_selector = selector(estimator, **options) elif inputs['selected_algorithm'] in ['RFE', 'RFECV']: if 'scoring' in options and (not options['scoring'] or options['scoring'] == 'None'): options['scoring'] = None - estimator=inputs["estimator"] - if inputs["extra_estimator"]["has_estimator"]=='no': - estimator=inputs["extra_estimator"]["new_estimator"] - estimator=eval(estimator.replace('__dq__', '"').replace("__sq__","'")) + estimator=get_estimator(inputs["estimator_selector"]) new_selector = selector(estimator, **options) elif inputs['selected_algorithm'] == "VarianceThreshold": @@ -104,11 +100,101 @@ return X, y + +def get_search_params(params_builder): + search_params = {} + + def safe_eval(literal): + + FROM_SCIPY_STATS = [ 'bernoulli', 'binom', 'boltzmann', 'dlaplace', 'geom', 'hypergeom', + 'logser', 'nbinom', 'planck', 'poisson', 'randint', 'skellam', 'zipf' ] + + FROM_NUMPY_RANDOM = [ 'beta', 'binomial', 'bytes', 'chisquare', 'choice', 'dirichlet', 'division', + 'exponential', 'f', 'gamma', 'geometric', 'gumbel', 'hypergeometric', + 'laplace', 'logistic', 'lognormal', 'logseries', 'mtrand', 'multinomial', + 'multivariate_normal', 'negative_binomial', 'noncentral_chisquare', 'noncentral_f', + 'normal', 'pareto', 'permutation', 'poisson', 'power', 'rand', 'randint', + 'randn', 'random', 'random_integers', 'random_sample', 'ranf', 'rayleigh', + 'sample', 'seed', 'set_state', 'shuffle', 'standard_cauchy', 'standard_exponential', + 'standard_gamma', 'standard_normal', 'standard_t', 'triangular', 'uniform', + 'vonmises', 'wald', 'weibull', 'zipf' ] + + # File opening and other unneeded functions could be dropped + UNWANTED = ['open', 'type', 'dir', 'id', 'str', 'repr'] + + # Allowed symbol table. Add more if needed. + new_syms = { + 'np_arange': getattr(np, 'arange'), + 'ensemble_ExtraTreesClassifier': getattr(ensemble, 'ExtraTreesClassifier') + } + + syms = make_symbol_table(use_numpy=False, **new_syms) + + for method in FROM_SCIPY_STATS: + syms['scipy_stats_' + method] = getattr(scipy.stats, method) + + for func in FROM_NUMPY_RANDOM: + syms['np_random_' + func] = getattr(np.random, func) + + for key in UNWANTED: + syms.pop(key, None) + + aeval = Interpreter(symtable=syms, use_numpy=False, minimal=False, + no_if=True, no_for=True, no_while=True, no_try=True, + no_functiondef=True, no_ifexp=True, no_listcomp=False, + no_augassign=False, no_assert=True, no_delete=True, + no_raise=True, no_print=True) + + return aeval(literal) + + for p in params_builder['param_set']: + search_p = p['search_param_selector']['search_p'] + if search_p.strip() == '': + continue + param_type = p['search_param_selector']['selected_param_type'] + + lst = search_p.split(":") + assert (len(lst) == 2), "Error, make sure there is one and only one colon in search parameter input." + literal = lst[1].strip() + ev = safe_eval(literal) + if param_type == "final_estimator_p": + search_params["estimator__" + lst[0].strip()] = ev + else: + search_params["preprocessing_" + param_type[5:6] + "__" + lst[0].strip()] = ev + + return search_params + + + +def get_estimator(estimator_json): + estimator_module = estimator_json['selected_module'] + estimator_cls = estimator_json['selected_estimator'] + + if estimator_module == "xgboost": + cls = getattr(xgboost, estimator_cls) + else: + module = getattr(sklearn, estimator_module) + cls = getattr(module, estimator_cls) + + estimator = cls() + + estimator_params = estimator_json['text_params'].strip() + if estimator_params != "": + try: + params = ast.literal_eval('{' + estimator_params + '}') + except ValueError: + sys.exit("Unsupported parameter input: `%s`" %estimator_params) + estimator.set_params(**params) + + return estimator + + python scikit-learn pandas + xgboost @@ -907,53 +993,54 @@ - - - - - - + + + + + + + + + + + + + + + + + + + + - + - - + + + - - - - - - - - - - - - - - - - + + -
+
-
+
@@ -966,53 +1053,45 @@ -
+
-
+
-
+
-
+
-
+
- - - - - -
+ +
- - - - - -
+ +
@@ -1021,7 +1100,7 @@
-
+
@@ -1048,36 +1127,9 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + @@ -1101,10 +1153,312 @@ - + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -1118,7 +1472,6 @@ - diff -r c02c2bf137ab -r 18ac21927d3d test-data/feature_selection_result01 --- a/test-data/feature_selection_result01 Fri Jul 13 03:54:29 2018 -0400 +++ b/test-data/feature_selection_result01 Sat Aug 04 12:33:33 2018 -0400 @@ -1,262 +1,11 @@ -temp_1 average -69.0 69.7 -59.0 58.1 -88.0 77.3 -65.0 64.7 -50.0 47.5 -51.0 48.2 -52.0 48.6 -78.0 76.7 -35.0 45.2 -40.0 46.1 -47.0 45.3 -72.0 76.3 -76.0 74.4 -39.0 45.3 -78.0 72.2 -71.0 67.3 -48.0 47.7 -72.0 77.0 -57.0 54.7 -40.0 45.1 -54.0 47.6 -58.0 53.2 -68.0 58.6 -65.0 55.3 -47.0 48.8 -44.0 45.6 -64.0 67.1 -62.0 57.1 -66.0 65.7 -70.0 71.8 -57.0 54.2 -50.0 50.5 -55.0 51.8 -55.0 49.5 -42.0 45.2 -65.0 60.1 -63.0 65.6 -48.0 47.3 -42.0 46.3 -51.0 46.2 -64.0 68.0 -75.0 74.6 -52.0 46.7 -67.0 68.6 -68.0 68.7 -54.0 55.0 -62.0 56.8 -76.0 76.1 -73.0 73.1 -52.0 50.3 -70.0 73.9 -77.0 77.4 -60.0 56.6 -52.0 53.3 -79.0 75.0 -76.0 57.2 -66.0 66.5 -57.0 61.8 -66.0 57.4 -61.0 58.4 -55.0 53.1 -48.0 48.1 -49.0 49.2 -65.0 66.7 -60.0 62.5 -56.0 53.0 -59.0 57.4 -44.0 45.7 -82.0 63.2 -64.0 67.0 -43.0 45.5 -64.0 55.7 -63.0 52.7 -70.0 70.6 -71.0 52.4 -76.0 73.5 -68.0 62.1 -39.0 45.3 -71.0 70.7 -69.0 71.7 -74.0 71.5 -81.0 64.1 -51.0 49.3 -45.0 46.8 -87.0 76.8 -71.0 73.8 -55.0 60.3 -80.0 76.9 -67.0 69.0 -61.0 61.4 -46.0 46.6 -39.0 45.1 -67.0 68.3 -52.0 47.8 -67.0 69.8 -75.0 71.2 -68.0 73.3 -92.0 68.2 -67.0 72.8 -44.0 45.8 -61.0 61.0 -65.0 53.4 -68.0 73.0 -87.0 62.1 -117.0 54.8 -80.0 76.4 -57.0 51.0 -67.0 63.6 -58.0 54.0 -65.0 56.2 -52.0 48.6 -59.0 55.3 -57.0 53.9 -81.0 59.2 -75.0 77.1 -76.0 77.4 -57.0 64.8 -69.0 74.2 -77.0 66.8 -55.0 49.9 -49.0 46.8 -54.0 52.7 -55.0 51.2 -56.0 55.6 -68.0 74.6 -54.0 53.4 -67.0 69.0 -49.0 46.9 -49.0 49.1 -56.0 48.5 -73.0 71.0 -66.0 66.4 -69.0 66.5 -82.0 64.5 -90.0 76.7 -51.0 50.7 -77.0 57.1 -60.0 61.4 -74.0 72.8 -85.0 77.2 -68.0 62.8 -56.0 49.5 -71.0 56.2 -62.0 59.5 -83.0 77.3 -64.0 65.4 -56.0 48.4 -41.0 45.1 -65.0 66.2 -65.0 53.7 -40.0 46.0 -45.0 45.6 -52.0 48.4 -63.0 51.7 -52.0 47.6 -60.0 57.9 -81.0 75.7 -75.0 75.8 -59.0 51.4 -73.0 77.1 -75.0 77.3 -60.0 58.5 -75.0 71.3 -59.0 57.6 -53.0 49.1 -79.0 77.2 -57.0 52.1 -75.0 67.6 -71.0 69.4 -53.0 50.2 -46.0 48.8 -81.0 76.9 -49.0 48.9 -57.0 48.4 -60.0 58.8 -67.0 73.7 -61.0 64.1 -66.0 69.5 -64.0 51.9 -66.0 65.7 -64.0 52.2 -71.0 65.2 -75.0 63.8 -48.0 46.4 -53.0 52.5 -49.0 47.1 -85.0 68.5 -62.0 49.4 -50.0 47.0 -58.0 55.9 -72.0 77.2 -55.0 50.7 -74.0 72.3 -85.0 77.3 -73.0 77.3 -52.0 47.4 -67.0 67.6 -45.0 45.1 -46.0 47.2 -66.0 60.6 -71.0 77.0 -70.0 69.3 -58.0 49.9 -72.0 77.1 -74.0 75.4 -65.0 64.5 -77.0 58.8 -59.0 50.9 -45.0 45.7 -53.0 50.5 -53.0 54.9 -79.0 77.3 -49.0 49.0 -63.0 62.9 -69.0 56.5 -60.0 50.8 -64.0 62.5 -79.0 71.0 -55.0 47.0 -73.0 56.0 -60.0 59.1 -67.0 70.2 -42.0 45.2 -60.0 65.0 -57.0 49.8 -35.0 45.2 -75.0 70.3 -61.0 51.1 -51.0 50.6 -71.0 71.9 -74.0 75.3 -48.0 45.4 -74.0 74.9 -76.0 70.8 -58.0 51.6 -51.0 50.4 -72.0 72.6 -76.0 67.2 -52.0 47.9 -53.0 48.2 -65.0 69.1 -58.0 58.1 -77.0 75.6 -61.0 52.9 -67.0 65.3 -54.0 49.3 -79.0 67.4 -77.0 64.3 -71.0 67.7 -58.0 57.7 -68.0 55.9 -40.0 45.4 -80.0 77.3 -74.0 62.3 -57.0 45.5 -52.0 47.8 -71.0 75.1 -49.0 53.6 -89.0 59.0 -60.0 60.2 -59.0 58.3 +0 1 +143.762620712 -1.1796457192799998 +-88.5787166225 -2.5710918402200003 +-82.8452345578 -0.168636324107 +72.4951388149 0.991068834926 +11.805182128 -0.7096855607860001 +-63.9354970901 0.9841122108220001 +126.32584079600001 0.35353444883900004 +23.0341392692 1.03188231893 +67.6714937696 -0.8214378651719999 +47.39275848810001 -0.0942409319417 diff -r c02c2bf137ab -r 18ac21927d3d test-data/feature_selection_result08 --- a/test-data/feature_selection_result08 Fri Jul 13 03:54:29 2018 -0400 +++ b/test-data/feature_selection_result08 Sat Aug 04 12:33:33 2018 -0400 @@ -1,262 +1,11 @@ -day temp_2 temp_1 average forecast_noaa forecast_acc forecast_under friend -19.0 68.0 69.0 69.7 65.0 74.0 71.0 88.0 -14.0 60.0 59.0 58.1 57.0 63.0 58.0 66.0 -30.0 85.0 88.0 77.3 75.0 79.0 77.0 70.0 -15.0 82.0 65.0 64.7 63.0 69.0 64.0 58.0 -18.0 54.0 50.0 47.5 44.0 48.0 49.0 58.0 -25.0 48.0 51.0 48.2 45.0 51.0 49.0 63.0 -25.0 49.0 52.0 48.6 45.0 52.0 47.0 41.0 -20.0 73.0 78.0 76.7 75.0 78.0 77.0 66.0 -17.0 39.0 35.0 45.2 43.0 47.0 46.0 38.0 -8.0 42.0 40.0 46.1 45.0 51.0 47.0 36.0 -28.0 42.0 47.0 45.3 41.0 49.0 44.0 58.0 -17.0 76.0 72.0 76.3 76.0 78.0 77.0 88.0 -7.0 69.0 76.0 74.4 73.0 77.0 74.0 72.0 -15.0 40.0 39.0 45.3 45.0 49.0 47.0 46.0 -27.0 71.0 78.0 72.2 70.0 74.0 72.0 84.0 -31.0 64.0 71.0 67.3 63.0 72.0 68.0 85.0 -20.0 54.0 48.0 47.7 44.0 52.0 49.0 61.0 -10.0 73.0 72.0 77.0 77.0 78.0 77.0 68.0 -23.0 56.0 57.0 54.7 50.0 58.0 55.0 70.0 -24.0 45.0 40.0 45.1 44.0 47.0 46.0 39.0 -19.0 50.0 54.0 47.6 47.0 49.0 48.0 53.0 -6.0 65.0 58.0 53.2 52.0 57.0 55.0 71.0 -17.0 60.0 68.0 58.6 58.0 62.0 59.0 54.0 -29.0 60.0 65.0 55.3 55.0 59.0 55.0 65.0 -1.0 48.0 47.0 48.8 46.0 49.0 49.0 51.0 -12.0 44.0 44.0 45.6 43.0 50.0 45.0 42.0 -30.0 64.0 64.0 67.1 64.0 70.0 66.0 69.0 -23.0 59.0 62.0 57.1 57.0 58.0 59.0 67.0 -30.0 68.0 66.0 65.7 64.0 67.0 65.0 74.0 -12.0 77.0 70.0 71.8 67.0 73.0 73.0 90.0 -2.0 59.0 57.0 54.2 54.0 58.0 55.0 70.0 -17.0 55.0 50.0 50.5 46.0 51.0 50.0 57.0 -3.0 58.0 55.0 51.8 49.0 54.0 50.0 71.0 -21.0 57.0 55.0 49.5 46.0 51.0 49.0 67.0 -27.0 42.0 42.0 45.2 41.0 50.0 47.0 47.0 -24.0 64.0 65.0 60.1 57.0 61.0 60.0 41.0 -20.0 64.0 63.0 65.6 63.0 70.0 64.0 73.0 -16.0 49.0 48.0 47.3 45.0 52.0 46.0 28.0 -7.0 40.0 42.0 46.3 44.0 51.0 46.0 62.0 -7.0 44.0 51.0 46.2 45.0 49.0 46.0 38.0 -24.0 67.0 64.0 68.0 65.0 71.0 66.0 64.0 -30.0 79.0 75.0 74.6 74.0 76.0 75.0 63.0 -11.0 50.0 52.0 46.7 42.0 48.0 48.0 39.0 -9.0 85.0 67.0 68.6 66.0 73.0 69.0 80.0 -22.0 67.0 68.0 68.7 65.0 70.0 69.0 56.0 -25.0 53.0 54.0 55.0 53.0 57.0 57.0 42.0 -24.0 62.0 62.0 56.8 52.0 61.0 57.0 70.0 -16.0 77.0 76.0 76.1 76.0 78.0 75.0 61.0 -1.0 74.0 73.0 73.1 71.0 75.0 72.0 93.0 -18.0 50.0 52.0 50.3 50.0 53.0 50.0 35.0 -3.0 75.0 70.0 73.9 71.0 75.0 73.0 68.0 -2.0 73.0 77.0 77.4 75.0 80.0 79.0 62.0 -5.0 69.0 60.0 56.6 52.0 58.0 56.0 72.0 -13.0 55.0 52.0 53.3 50.0 55.0 53.0 54.0 -28.0 81.0 79.0 75.0 71.0 77.0 76.0 85.0 -9.0 77.0 76.0 57.2 53.0 61.0 57.0 74.0 -26.0 66.0 66.0 66.5 64.0 70.0 65.0 85.0 -10.0 68.0 57.0 61.8 58.0 64.0 61.0 62.0 -10.0 76.0 66.0 57.4 57.0 60.0 57.0 60.0 -19.0 60.0 61.0 58.4 58.0 60.0 57.0 41.0 -12.0 56.0 55.0 53.1 52.0 58.0 53.0 65.0 -24.0 57.0 48.0 48.1 46.0 50.0 48.0 54.0 -7.0 53.0 49.0 49.2 46.0 51.0 48.0 63.0 -27.0 66.0 65.0 66.7 64.0 67.0 68.0 73.0 -5.0 74.0 60.0 62.5 58.0 66.0 62.0 56.0 -11.0 55.0 56.0 53.0 53.0 53.0 51.0 36.0 -22.0 62.0 59.0 57.4 56.0 59.0 58.0 44.0 -11.0 36.0 44.0 45.7 41.0 46.0 47.0 35.0 -8.0 77.0 82.0 63.2 62.0 65.0 63.0 83.0 -29.0 64.0 64.0 67.0 65.0 71.0 65.0 76.0 -13.0 44.0 43.0 45.5 41.0 47.0 46.0 46.0 -30.0 56.0 64.0 55.7 51.0 57.0 56.0 57.0 -8.0 61.0 63.0 52.7 49.0 57.0 52.0 49.0 -20.0 65.0 70.0 70.6 67.0 71.0 70.0 79.0 -9.0 63.0 71.0 52.4 48.0 56.0 52.0 42.0 -3.0 76.0 76.0 73.5 69.0 76.0 75.0 85.0 -9.0 64.0 68.0 62.1 58.0 65.0 63.0 55.0 -16.0 39.0 39.0 45.3 44.0 49.0 44.0 39.0 -16.0 79.0 71.0 70.7 70.0 74.0 71.0 52.0 -25.0 68.0 69.0 71.7 68.0 73.0 73.0 89.0 -13.0 70.0 74.0 71.5 71.0 75.0 70.0 82.0 -12.0 75.0 81.0 64.1 62.0 67.0 63.0 81.0 -8.0 49.0 51.0 49.3 49.0 52.0 50.0 34.0 -12.0 52.0 45.0 46.8 44.0 50.0 45.0 61.0 -13.0 80.0 87.0 76.8 73.0 79.0 78.0 73.0 -4.0 76.0 71.0 73.8 71.0 76.0 73.0 86.0 -25.0 65.0 55.0 60.3 56.0 64.0 61.0 77.0 -12.0 76.0 80.0 76.9 72.0 79.0 77.0 81.0 -21.0 71.0 67.0 69.0 65.0 70.0 70.0 76.0 -30.0 64.0 61.0 61.4 60.0 65.0 62.0 78.0 -5.0 49.0 46.0 46.6 43.0 50.0 45.0 65.0 -19.0 35.0 39.0 45.1 42.0 46.0 45.0 51.0 -23.0 68.0 67.0 68.3 67.0 69.0 67.0 61.0 -29.0 48.0 52.0 47.8 43.0 48.0 47.0 50.0 -16.0 60.0 67.0 69.8 68.0 72.0 71.0 87.0 -14.0 74.0 75.0 71.2 67.0 75.0 73.0 77.0 -6.0 68.0 68.0 73.3 73.0 76.0 75.0 79.0 -6.0 81.0 92.0 68.2 65.0 70.0 67.0 71.0 -8.0 68.0 67.0 72.8 69.0 77.0 73.0 56.0 -3.0 45.0 44.0 45.8 43.0 46.0 47.0 56.0 -28.0 60.0 61.0 61.0 56.0 65.0 62.0 73.0 -5.0 65.0 65.0 53.4 49.0 58.0 52.0 41.0 -7.0 68.0 68.0 73.0 72.0 78.0 71.0 70.0 -3.0 77.0 87.0 62.1 62.0 66.0 64.0 69.0 -31.0 65.0 117.0 54.8 51.0 59.0 56.0 62.0 -18.0 72.0 80.0 76.4 75.0 77.0 75.0 66.0 -15.0 55.0 57.0 51.0 47.0 54.0 51.0 46.0 -10.0 63.0 67.0 63.6 61.0 66.0 64.0 68.0 -18.0 53.0 58.0 54.0 51.0 57.0 54.0 56.0 -26.0 61.0 65.0 56.2 53.0 57.0 57.0 41.0 -30.0 56.0 52.0 48.6 45.0 51.0 48.0 47.0 -27.0 57.0 59.0 55.3 52.0 58.0 55.0 39.0 -3.0 57.0 57.0 53.9 53.0 54.0 54.0 35.0 -20.0 89.0 81.0 59.2 56.0 63.0 61.0 66.0 -24.0 71.0 75.0 77.1 76.0 78.0 78.0 75.0 -31.0 88.0 76.0 77.4 76.0 78.0 79.0 95.0 -16.0 65.0 57.0 64.8 61.0 65.0 65.0 53.0 -6.0 68.0 69.0 74.2 72.0 76.0 75.0 86.0 -27.0 76.0 77.0 66.8 66.0 67.0 68.0 64.0 -16.0 58.0 55.0 49.9 47.0 54.0 51.0 55.0 -4.0 50.0 49.0 46.8 45.0 47.0 47.0 53.0 -9.0 53.0 54.0 52.7 48.0 56.0 54.0 57.0 -14.0 59.0 55.0 51.2 49.0 53.0 53.0 42.0 -29.0 51.0 56.0 55.6 53.0 59.0 54.0 45.0 -8.0 76.0 68.0 74.6 72.0 79.0 75.0 77.0 -14.0 52.0 54.0 53.4 49.0 58.0 55.0 44.0 -11.0 65.0 67.0 69.0 69.0 72.0 71.0 87.0 -13.0 45.0 49.0 46.9 45.0 51.0 46.0 33.0 -5.0 49.0 49.0 49.1 47.0 50.0 49.0 45.0 -29.0 57.0 56.0 48.5 48.0 52.0 47.0 49.0 -22.0 76.0 73.0 71.0 66.0 71.0 72.0 78.0 -25.0 65.0 66.0 66.4 65.0 67.0 66.0 60.0 -28.0 77.0 69.0 66.5 66.0 68.0 66.0 62.0 -14.0 77.0 82.0 64.5 64.0 66.0 66.0 65.0 -14.0 87.0 90.0 76.7 75.0 78.0 78.0 65.0 -23.0 51.0 51.0 50.7 49.0 53.0 51.0 43.0 -8.0 68.0 77.0 57.1 57.0 61.0 57.0 41.0 -11.0 57.0 60.0 61.4 58.0 66.0 61.0 58.0 -30.0 79.0 74.0 72.8 71.0 76.0 72.0 87.0 -26.0 80.0 85.0 77.2 73.0 79.0 76.0 74.0 -6.0 60.0 68.0 62.8 61.0 64.0 61.0 64.0 -11.0 62.0 56.0 49.5 46.0 53.0 50.0 37.0 -2.0 73.0 71.0 56.2 55.0 58.0 58.0 45.0 -16.0 60.0 62.0 59.5 57.0 60.0 59.0 40.0 -28.0 79.0 83.0 77.3 76.0 80.0 78.0 76.0 -19.0 71.0 64.0 65.4 62.0 68.0 67.0 56.0 -27.0 54.0 56.0 48.4 45.0 51.0 49.0 54.0 -25.0 40.0 41.0 45.1 42.0 49.0 44.0 31.0 -24.0 66.0 65.0 66.2 66.0 71.0 66.0 67.0 -4.0 57.0 65.0 53.7 49.0 55.0 54.0 38.0 -5.0 41.0 40.0 46.0 46.0 46.0 46.0 41.0 -1.0 45.0 45.0 45.6 43.0 50.0 44.0 29.0 -26.0 52.0 52.0 48.4 48.0 50.0 47.0 58.0 -12.0 64.0 63.0 51.7 50.0 52.0 52.0 63.0 -30.0 52.0 52.0 47.6 47.0 52.0 49.0 44.0 -13.0 58.0 60.0 57.9 55.0 62.0 56.0 77.0 -23.0 84.0 81.0 75.7 73.0 78.0 77.0 89.0 -14.0 77.0 75.0 75.8 74.0 76.0 77.0 77.0 -13.0 63.0 59.0 51.4 48.0 56.0 50.0 64.0 -9.0 72.0 73.0 77.1 77.0 80.0 79.0 94.0 -4.0 73.0 75.0 77.3 73.0 79.0 78.0 66.0 -16.0 59.0 60.0 58.5 56.0 60.0 59.0 59.0 -23.0 73.0 75.0 71.3 68.0 72.0 71.0 56.0 -11.0 66.0 59.0 57.6 56.0 60.0 58.0 40.0 -6.0 49.0 53.0 49.1 47.0 53.0 49.0 56.0 -6.0 80.0 79.0 77.2 76.0 81.0 79.0 60.0 -5.0 59.0 57.0 52.1 49.0 53.0 51.0 46.0 -2.0 79.0 75.0 67.6 64.0 71.0 67.0 77.0 -20.0 69.0 71.0 69.4 67.0 73.0 69.0 81.0 -19.0 57.0 53.0 50.2 50.0 52.0 51.0 42.0 -2.0 47.0 46.0 48.8 48.0 50.0 50.0 56.0 -22.0 82.0 81.0 76.9 72.0 77.0 76.0 70.0 -24.0 54.0 49.0 48.9 47.0 53.0 48.0 29.0 -28.0 56.0 57.0 48.4 44.0 52.0 48.0 34.0 -18.0 60.0 60.0 58.8 54.0 60.0 57.0 53.0 -4.0 70.0 67.0 73.7 72.0 77.0 75.0 64.0 -4.0 65.0 61.0 64.1 62.0 69.0 65.0 60.0 -14.0 70.0 66.0 69.5 66.0 71.0 69.0 85.0 -11.0 65.0 64.0 51.9 50.0 53.0 52.0 55.0 -21.0 63.0 66.0 65.7 62.0 67.0 65.0 49.0 -6.0 57.0 64.0 52.2 52.0 53.0 51.0 49.0 -18.0 60.0 71.0 65.2 61.0 68.0 65.0 56.0 -11.0 67.0 75.0 63.8 62.0 68.0 63.0 60.0 -9.0 45.0 48.0 46.4 46.0 50.0 45.0 47.0 -8.0 60.0 53.0 52.5 48.0 56.0 51.0 70.0 -15.0 55.0 49.0 47.1 46.0 51.0 46.0 65.0 -8.0 86.0 85.0 68.5 67.0 70.0 69.0 81.0 -10.0 57.0 62.0 49.4 48.0 50.0 49.0 30.0 -3.0 46.0 50.0 47.0 42.0 52.0 47.0 58.0 -27.0 65.0 58.0 55.9 51.0 60.0 55.0 39.0 -7.0 79.0 72.0 77.2 74.0 78.0 77.0 95.0 -16.0 57.0 55.0 50.7 50.0 51.0 49.0 34.0 -10.0 72.0 74.0 72.3 70.0 77.0 74.0 91.0 -29.0 83.0 85.0 77.3 77.0 80.0 79.0 77.0 -3.0 77.0 73.0 77.3 77.0 81.0 77.0 93.0 -1.0 52.0 52.0 47.4 44.0 48.0 49.0 39.0 -25.0 64.0 67.0 67.6 64.0 72.0 67.0 62.0 -23.0 49.0 45.0 45.1 45.0 49.0 44.0 35.0 -2.0 52.0 46.0 47.2 46.0 51.0 49.0 41.0 -13.0 62.0 66.0 60.6 60.0 62.0 60.0 57.0 -23.0 81.0 71.0 77.0 75.0 81.0 76.0 86.0 -13.0 65.0 70.0 69.3 66.0 72.0 69.0 79.0 -15.0 55.0 58.0 49.9 46.0 52.0 49.0 53.0 -8.0 72.0 72.0 77.1 76.0 78.0 77.0 65.0 -12.0 74.0 74.0 75.4 74.0 77.0 77.0 71.0 -3.0 63.0 65.0 64.5 63.0 68.0 65.0 49.0 -18.0 68.0 77.0 58.8 55.0 59.0 57.0 39.0 -25.0 60.0 59.0 50.9 49.0 51.0 49.0 35.0 -2.0 44.0 45.0 45.7 41.0 50.0 44.0 61.0 -21.0 51.0 53.0 50.5 49.0 54.0 52.0 46.0 -24.0 57.0 53.0 54.9 54.0 56.0 56.0 72.0 -27.0 85.0 79.0 77.3 73.0 78.0 79.0 79.0 -4.0 51.0 49.0 49.0 44.0 54.0 51.0 44.0 -7.0 66.0 63.0 62.9 62.0 67.0 64.0 78.0 -4.0 63.0 69.0 56.5 54.0 59.0 56.0 45.0 -24.0 51.0 60.0 50.8 47.0 53.0 50.0 46.0 -8.0 63.0 64.0 62.5 60.0 65.0 61.0 73.0 -15.0 75.0 79.0 71.0 66.0 76.0 69.0 64.0 -14.0 49.0 55.0 47.0 43.0 47.0 46.0 58.0 -1.0 68.0 73.0 56.0 54.0 59.0 55.0 41.0 -17.0 62.0 60.0 59.1 57.0 63.0 59.0 62.0 -18.0 71.0 67.0 70.2 67.0 75.0 69.0 77.0 -26.0 41.0 42.0 45.2 45.0 48.0 46.0 58.0 -17.0 57.0 60.0 65.0 62.0 65.0 65.0 55.0 -20.0 55.0 57.0 49.8 47.0 54.0 48.0 30.0 -18.0 35.0 35.0 45.2 44.0 46.0 46.0 36.0 -17.0 71.0 75.0 70.3 66.0 73.0 70.0 84.0 -26.0 59.0 61.0 51.1 48.0 56.0 53.0 65.0 -22.0 53.0 51.0 50.6 46.0 51.0 50.0 59.0 -26.0 69.0 71.0 71.9 67.0 74.0 72.0 70.0 -11.0 71.0 74.0 75.3 74.0 79.0 75.0 71.0 -30.0 48.0 48.0 45.4 44.0 46.0 44.0 42.0 -9.0 68.0 74.0 74.9 70.0 79.0 76.0 60.0 -21.0 70.0 76.0 70.8 68.0 75.0 71.0 57.0 -2.0 54.0 58.0 51.6 47.0 54.0 52.0 37.0 -20.0 53.0 51.0 50.4 48.0 55.0 51.0 43.0 -9.0 67.0 72.0 72.6 68.0 77.0 71.0 78.0 -26.0 67.0 76.0 67.2 64.0 69.0 69.0 74.0 -22.0 52.0 52.0 47.9 47.0 48.0 48.0 60.0 -27.0 52.0 53.0 48.2 48.0 49.0 49.0 53.0 -12.0 67.0 65.0 69.1 65.0 73.0 70.0 83.0 -20.0 61.0 58.0 58.1 58.0 59.0 58.0 43.0 -13.0 74.0 77.0 75.6 74.0 78.0 76.0 56.0 -7.0 58.0 61.0 52.9 51.0 56.0 51.0 35.0 -1.0 66.0 67.0 65.3 64.0 70.0 64.0 54.0 -22.0 55.0 54.0 49.3 46.0 54.0 49.0 58.0 -1.0 71.0 79.0 67.4 65.0 69.0 66.0 58.0 -13.0 81.0 77.0 64.3 63.0 67.0 66.0 67.0 -3.0 75.0 71.0 67.7 64.0 71.0 66.0 55.0 -12.0 59.0 58.0 57.7 54.0 59.0 57.0 61.0 -31.0 64.0 68.0 55.9 55.0 59.0 56.0 56.0 -14.0 43.0 40.0 45.4 45.0 48.0 45.0 49.0 -5.0 75.0 80.0 77.3 75.0 81.0 78.0 71.0 -4.0 87.0 74.0 62.3 59.0 65.0 64.0 61.0 -31.0 48.0 57.0 45.5 42.0 48.0 47.0 57.0 -21.0 48.0 52.0 47.8 43.0 51.0 46.0 57.0 -10.0 74.0 71.0 75.1 71.0 77.0 76.0 95.0 -15.0 54.0 49.0 53.6 49.0 58.0 52.0 70.0 -19.0 77.0 89.0 59.0 59.0 63.0 59.0 61.0 -14.0 66.0 60.0 60.2 56.0 64.0 60.0 78.0 -15.0 59.0 59.0 58.3 58.0 61.0 60.0 40.0 +0 1 +143.762620712 -0.330941870584 +-88.5787166225 1.08055532812 +-82.8452345578 0.272541389247 +72.4951388149 -0.26868660527800003 +11.805182128 1.0360467096600001 +-63.9354970901 -0.101485840571 +126.32584079600001 -0.35999834017899995 +23.0341392692 0.5185404651359999 +67.6714937696 -0.115688051547 +47.39275848810001 -0.7850965413680001 diff -r c02c2bf137ab -r 18ac21927d3d test-data/feature_selection_result09 --- a/test-data/feature_selection_result09 Fri Jul 13 03:54:29 2018 -0400 +++ b/test-data/feature_selection_result09 Sat Aug 04 12:33:33 2018 -0400 @@ -1,262 +1,11 @@ -month day temp_2 temp_1 average forecast_noaa forecast_acc forecast_under friend week_Fri week_Mon week_Sat week_Sun week_Tues -9.0 19.0 68.0 69.0 69.7 65.0 74.0 71.0 88.0 0.0 1.0 0.0 0.0 0.0 -4.0 14.0 60.0 59.0 58.1 57.0 63.0 58.0 66.0 0.0 0.0 0.0 0.0 0.0 -7.0 30.0 85.0 88.0 77.3 75.0 79.0 77.0 70.0 0.0 0.0 1.0 0.0 0.0 -5.0 15.0 82.0 65.0 64.7 63.0 69.0 64.0 58.0 0.0 0.0 0.0 1.0 0.0 -1.0 18.0 54.0 50.0 47.5 44.0 48.0 49.0 58.0 0.0 1.0 0.0 0.0 0.0 -1.0 25.0 48.0 51.0 48.2 45.0 51.0 49.0 63.0 0.0 1.0 0.0 0.0 0.0 -11.0 25.0 49.0 52.0 48.6 45.0 52.0 47.0 41.0 1.0 0.0 0.0 0.0 0.0 -7.0 20.0 73.0 78.0 76.7 75.0 78.0 77.0 66.0 0.0 0.0 0.0 0.0 0.0 -12.0 17.0 39.0 35.0 45.2 43.0 47.0 46.0 38.0 0.0 0.0 1.0 0.0 0.0 -12.0 8.0 42.0 40.0 46.1 45.0 51.0 47.0 36.0 0.0 0.0 0.0 0.0 0.0 -12.0 28.0 42.0 47.0 45.3 41.0 49.0 44.0 58.0 0.0 0.0 0.0 0.0 0.0 -7.0 17.0 76.0 72.0 76.3 76.0 78.0 77.0 88.0 0.0 0.0 0.0 1.0 0.0 -7.0 7.0 69.0 76.0 74.4 73.0 77.0 74.0 72.0 0.0 0.0 0.0 0.0 0.0 -12.0 15.0 40.0 39.0 45.3 45.0 49.0 47.0 46.0 0.0 0.0 0.0 0.0 0.0 -6.0 27.0 71.0 78.0 72.2 70.0 74.0 72.0 84.0 0.0 1.0 0.0 0.0 0.0 -5.0 31.0 64.0 71.0 67.3 63.0 72.0 68.0 85.0 0.0 0.0 0.0 0.0 1.0 -1.0 20.0 54.0 48.0 47.7 44.0 52.0 49.0 61.0 0.0 0.0 0.0 0.0 0.0 -8.0 10.0 73.0 72.0 77.0 77.0 78.0 77.0 68.0 0.0 0.0 0.0 0.0 0.0 -3.0 23.0 56.0 57.0 54.7 50.0 58.0 55.0 70.0 0.0 0.0 0.0 0.0 0.0 -12.0 24.0 45.0 40.0 45.1 44.0 47.0 46.0 39.0 0.0 0.0 1.0 0.0 0.0 -1.0 19.0 50.0 54.0 47.6 47.0 49.0 48.0 53.0 0.0 0.0 0.0 0.0 1.0 -11.0 6.0 65.0 58.0 53.2 52.0 57.0 55.0 71.0 0.0 0.0 0.0 1.0 0.0 -4.0 17.0 60.0 68.0 58.6 58.0 62.0 59.0 54.0 0.0 0.0 0.0 1.0 0.0 -10.0 29.0 60.0 65.0 55.3 55.0 59.0 55.0 65.0 0.0 0.0 1.0 0.0 0.0 -2.0 1.0 48.0 47.0 48.8 46.0 49.0 49.0 51.0 0.0 1.0 0.0 0.0 0.0 -12.0 12.0 44.0 44.0 45.6 43.0 50.0 45.0 42.0 0.0 1.0 0.0 0.0 0.0 -5.0 30.0 64.0 64.0 67.1 64.0 70.0 66.0 69.0 0.0 1.0 0.0 0.0 0.0 -10.0 23.0 59.0 62.0 57.1 57.0 58.0 59.0 67.0 0.0 0.0 0.0 1.0 0.0 -9.0 30.0 68.0 66.0 65.7 64.0 67.0 65.0 74.0 1.0 0.0 0.0 0.0 0.0 -9.0 12.0 77.0 70.0 71.8 67.0 73.0 73.0 90.0 0.0 1.0 0.0 0.0 0.0 -11.0 2.0 59.0 57.0 54.2 54.0 58.0 55.0 70.0 0.0 0.0 0.0 0.0 0.0 -11.0 17.0 55.0 50.0 50.5 46.0 51.0 50.0 57.0 0.0 0.0 0.0 0.0 0.0 -3.0 3.0 58.0 55.0 51.8 49.0 54.0 50.0 71.0 0.0 0.0 0.0 0.0 0.0 -11.0 21.0 57.0 55.0 49.5 46.0 51.0 49.0 67.0 0.0 1.0 0.0 0.0 0.0 -12.0 27.0 42.0 42.0 45.2 41.0 50.0 47.0 47.0 0.0 0.0 0.0 0.0 1.0 -4.0 24.0 64.0 65.0 60.1 57.0 61.0 60.0 41.0 0.0 0.0 0.0 1.0 0.0 -5.0 20.0 64.0 63.0 65.6 63.0 70.0 64.0 73.0 1.0 0.0 0.0 0.0 0.0 -1.0 16.0 49.0 48.0 47.3 45.0 52.0 46.0 28.0 0.0 0.0 1.0 0.0 0.0 -12.0 7.0 40.0 42.0 46.3 44.0 51.0 46.0 62.0 0.0 0.0 0.0 0.0 0.0 -1.0 7.0 44.0 51.0 46.2 45.0 49.0 46.0 38.0 0.0 0.0 0.0 0.0 0.0 -9.0 24.0 67.0 64.0 68.0 65.0 71.0 66.0 64.0 0.0 0.0 1.0 0.0 0.0 -8.0 30.0 79.0 75.0 74.6 74.0 76.0 75.0 63.0 0.0 0.0 0.0 0.0 1.0 -1.0 11.0 50.0 52.0 46.7 42.0 48.0 48.0 39.0 0.0 1.0 0.0 0.0 0.0 -6.0 9.0 85.0 67.0 68.6 66.0 73.0 69.0 80.0 0.0 0.0 0.0 0.0 0.0 -9.0 22.0 67.0 68.0 68.7 65.0 70.0 69.0 56.0 0.0 0.0 0.0 0.0 0.0 -3.0 25.0 53.0 54.0 55.0 53.0 57.0 57.0 42.0 1.0 0.0 0.0 0.0 0.0 -10.0 24.0 62.0 62.0 56.8 52.0 61.0 57.0 70.0 0.0 1.0 0.0 0.0 0.0 -7.0 16.0 77.0 76.0 76.1 76.0 78.0 75.0 61.0 0.0 0.0 1.0 0.0 0.0 -7.0 1.0 74.0 73.0 73.1 71.0 75.0 72.0 93.0 1.0 0.0 0.0 0.0 0.0 -11.0 18.0 50.0 52.0 50.3 50.0 53.0 50.0 35.0 1.0 0.0 0.0 0.0 0.0 -9.0 3.0 75.0 70.0 73.9 71.0 75.0 73.0 68.0 0.0 0.0 1.0 0.0 0.0 -8.0 2.0 73.0 77.0 77.4 75.0 80.0 79.0 62.0 0.0 0.0 0.0 0.0 1.0 -4.0 5.0 69.0 60.0 56.6 52.0 58.0 56.0 72.0 0.0 0.0 0.0 0.0 1.0 -3.0 13.0 55.0 52.0 53.3 50.0 55.0 53.0 54.0 0.0 0.0 0.0 1.0 0.0 -8.0 28.0 81.0 79.0 75.0 71.0 77.0 76.0 85.0 0.0 0.0 0.0 1.0 0.0 -4.0 9.0 77.0 76.0 57.2 53.0 61.0 57.0 74.0 0.0 0.0 1.0 0.0 0.0 -5.0 26.0 66.0 66.0 66.5 64.0 70.0 65.0 85.0 0.0 0.0 0.0 0.0 0.0 -10.0 10.0 68.0 57.0 61.8 58.0 64.0 61.0 62.0 0.0 1.0 0.0 0.0 0.0 -4.0 10.0 76.0 66.0 57.4 57.0 60.0 57.0 60.0 0.0 0.0 0.0 1.0 0.0 -10.0 19.0 60.0 61.0 58.4 58.0 60.0 57.0 41.0 0.0 0.0 0.0 0.0 0.0 -3.0 12.0 56.0 55.0 53.1 52.0 58.0 53.0 65.0 0.0 0.0 1.0 0.0 0.0 -1.0 24.0 57.0 48.0 48.1 46.0 50.0 48.0 54.0 0.0 0.0 0.0 1.0 0.0 -2.0 7.0 53.0 49.0 49.2 46.0 51.0 48.0 63.0 0.0 0.0 0.0 1.0 0.0 -5.0 27.0 66.0 65.0 66.7 64.0 67.0 68.0 73.0 1.0 0.0 0.0 0.0 0.0 -5.0 5.0 74.0 60.0 62.5 58.0 66.0 62.0 56.0 0.0 0.0 0.0 0.0 0.0 -3.0 11.0 55.0 56.0 53.0 53.0 53.0 51.0 36.0 1.0 0.0 0.0 0.0 0.0 -10.0 22.0 62.0 59.0 57.4 56.0 59.0 58.0 44.0 0.0 0.0 1.0 0.0 0.0 -12.0 11.0 36.0 44.0 45.7 41.0 46.0 47.0 35.0 0.0 0.0 0.0 1.0 0.0 -5.0 8.0 77.0 82.0 63.2 62.0 65.0 63.0 83.0 0.0 0.0 0.0 1.0 0.0 -5.0 29.0 64.0 64.0 67.0 65.0 71.0 65.0 76.0 0.0 0.0 0.0 1.0 0.0 -12.0 13.0 44.0 43.0 45.5 41.0 47.0 46.0 46.0 0.0 0.0 0.0 0.0 1.0 -3.0 30.0 56.0 64.0 55.7 51.0 57.0 56.0 57.0 0.0 0.0 0.0 0.0 0.0 -11.0 8.0 61.0 63.0 52.7 49.0 57.0 52.0 49.0 0.0 0.0 0.0 0.0 1.0 -6.0 20.0 65.0 70.0 70.6 67.0 71.0 70.0 79.0 0.0 1.0 0.0 0.0 0.0 -11.0 9.0 63.0 71.0 52.4 48.0 56.0 52.0 42.0 0.0 0.0 0.0 0.0 0.0 -7.0 3.0 76.0 76.0 73.5 69.0 76.0 75.0 85.0 0.0 0.0 0.0 1.0 0.0 -10.0 9.0 64.0 68.0 62.1 58.0 65.0 63.0 55.0 0.0 0.0 0.0 1.0 0.0 -12.0 16.0 39.0 39.0 45.3 44.0 49.0 44.0 39.0 1.0 0.0 0.0 0.0 0.0 -9.0 16.0 79.0 71.0 70.7 70.0 74.0 71.0 52.0 1.0 0.0 0.0 0.0 0.0 -6.0 25.0 68.0 69.0 71.7 68.0 73.0 73.0 89.0 0.0 0.0 1.0 0.0 0.0 -9.0 13.0 70.0 74.0 71.5 71.0 75.0 70.0 82.0 0.0 0.0 0.0 0.0 1.0 -5.0 12.0 75.0 81.0 64.1 62.0 67.0 63.0 81.0 0.0 0.0 0.0 0.0 0.0 -2.0 8.0 49.0 51.0 49.3 49.0 52.0 50.0 34.0 0.0 1.0 0.0 0.0 0.0 -1.0 12.0 52.0 45.0 46.8 44.0 50.0 45.0 61.0 0.0 0.0 0.0 0.0 1.0 -8.0 13.0 80.0 87.0 76.8 73.0 79.0 78.0 73.0 0.0 0.0 1.0 0.0 0.0 -7.0 4.0 76.0 71.0 73.8 71.0 76.0 73.0 86.0 0.0 1.0 0.0 0.0 0.0 -4.0 25.0 65.0 55.0 60.3 56.0 64.0 61.0 77.0 0.0 1.0 0.0 0.0 0.0 -8.0 12.0 76.0 80.0 76.9 72.0 79.0 77.0 81.0 1.0 0.0 0.0 0.0 0.0 -9.0 21.0 71.0 67.0 69.0 65.0 70.0 70.0 76.0 0.0 0.0 0.0 0.0 0.0 -4.0 30.0 64.0 61.0 61.4 60.0 65.0 62.0 78.0 0.0 0.0 1.0 0.0 0.0 -12.0 5.0 49.0 46.0 46.6 43.0 50.0 45.0 65.0 0.0 1.0 0.0 0.0 0.0 -12.0 19.0 35.0 39.0 45.1 42.0 46.0 45.0 51.0 0.0 1.0 0.0 0.0 0.0 -9.0 23.0 68.0 67.0 68.3 67.0 69.0 67.0 61.0 1.0 0.0 0.0 0.0 0.0 -11.0 29.0 48.0 52.0 47.8 43.0 48.0 47.0 50.0 0.0 0.0 0.0 0.0 1.0 -6.0 16.0 60.0 67.0 69.8 68.0 72.0 71.0 87.0 0.0 0.0 0.0 0.0 0.0 -9.0 14.0 74.0 75.0 71.2 67.0 75.0 73.0 77.0 0.0 0.0 0.0 0.0 0.0 -9.0 6.0 68.0 68.0 73.3 73.0 76.0 75.0 79.0 0.0 0.0 0.0 0.0 1.0 -6.0 6.0 81.0 92.0 68.2 65.0 70.0 67.0 71.0 0.0 1.0 0.0 0.0 0.0 -9.0 8.0 68.0 67.0 72.8 69.0 77.0 73.0 56.0 0.0 0.0 0.0 0.0 0.0 -1.0 3.0 45.0 44.0 45.8 43.0 46.0 47.0 56.0 0.0 0.0 0.0 1.0 0.0 -4.0 28.0 60.0 61.0 61.0 56.0 65.0 62.0 73.0 0.0 0.0 0.0 0.0 0.0 -11.0 5.0 65.0 65.0 53.4 49.0 58.0 52.0 41.0 0.0 0.0 1.0 0.0 0.0 -9.0 7.0 68.0 68.0 73.0 72.0 78.0 71.0 70.0 0.0 0.0 0.0 0.0 0.0 -5.0 3.0 77.0 87.0 62.1 62.0 66.0 64.0 69.0 0.0 0.0 0.0 0.0 1.0 -10.0 31.0 65.0 117.0 54.8 51.0 59.0 56.0 62.0 0.0 1.0 0.0 0.0 0.0 -7.0 18.0 72.0 80.0 76.4 75.0 77.0 75.0 66.0 0.0 1.0 0.0 0.0 0.0 -11.0 15.0 55.0 57.0 51.0 47.0 54.0 51.0 46.0 0.0 0.0 0.0 0.0 1.0 -5.0 10.0 63.0 67.0 63.6 61.0 66.0 64.0 68.0 0.0 0.0 0.0 0.0 1.0 -3.0 18.0 53.0 58.0 54.0 51.0 57.0 54.0 56.0 1.0 0.0 0.0 0.0 0.0 -10.0 26.0 61.0 65.0 56.2 53.0 57.0 57.0 41.0 0.0 0.0 0.0 0.0 0.0 -1.0 30.0 56.0 52.0 48.6 45.0 51.0 48.0 47.0 0.0 0.0 1.0 0.0 0.0 -3.0 27.0 57.0 59.0 55.3 52.0 58.0 55.0 39.0 0.0 0.0 0.0 1.0 0.0 -11.0 3.0 57.0 57.0 53.9 53.0 54.0 54.0 35.0 0.0 0.0 0.0 0.0 0.0 -4.0 20.0 89.0 81.0 59.2 56.0 63.0 61.0 66.0 0.0 0.0 0.0 0.0 0.0 -7.0 24.0 71.0 75.0 77.1 76.0 78.0 78.0 75.0 0.0 0.0 0.0 1.0 0.0 -7.0 31.0 88.0 76.0 77.4 76.0 78.0 79.0 95.0 0.0 0.0 0.0 1.0 0.0 -5.0 16.0 65.0 57.0 64.8 61.0 65.0 65.0 53.0 0.0 1.0 0.0 0.0 0.0 -7.0 6.0 68.0 69.0 74.2 72.0 76.0 75.0 86.0 0.0 0.0 0.0 0.0 0.0 -9.0 27.0 76.0 77.0 66.8 66.0 67.0 68.0 64.0 0.0 0.0 0.0 0.0 1.0 -2.0 16.0 58.0 55.0 49.9 47.0 54.0 51.0 55.0 0.0 0.0 0.0 0.0 1.0 -12.0 4.0 50.0 49.0 46.8 45.0 47.0 47.0 53.0 0.0 0.0 0.0 1.0 0.0 -3.0 9.0 53.0 54.0 52.7 48.0 56.0 54.0 57.0 0.0 0.0 0.0 0.0 0.0 -11.0 14.0 59.0 55.0 51.2 49.0 53.0 53.0 42.0 0.0 1.0 0.0 0.0 0.0 -3.0 29.0 51.0 56.0 55.6 53.0 59.0 54.0 45.0 0.0 0.0 0.0 0.0 1.0 -7.0 8.0 76.0 68.0 74.6 72.0 79.0 75.0 77.0 1.0 0.0 0.0 0.0 0.0 -3.0 14.0 52.0 54.0 53.4 49.0 58.0 55.0 44.0 0.0 1.0 0.0 0.0 0.0 -6.0 11.0 65.0 67.0 69.0 69.0 72.0 71.0 87.0 0.0 0.0 1.0 0.0 0.0 -1.0 13.0 45.0 49.0 46.9 45.0 51.0 46.0 33.0 0.0 0.0 0.0 0.0 0.0 -2.0 5.0 49.0 49.0 49.1 47.0 50.0 49.0 45.0 1.0 0.0 0.0 0.0 0.0 -1.0 29.0 57.0 56.0 48.5 48.0 52.0 47.0 49.0 1.0 0.0 0.0 0.0 0.0 -6.0 22.0 76.0 73.0 71.0 66.0 71.0 72.0 78.0 0.0 0.0 0.0 0.0 0.0 -5.0 25.0 65.0 66.0 66.4 65.0 67.0 66.0 60.0 0.0 0.0 0.0 0.0 0.0 -9.0 28.0 77.0 69.0 66.5 66.0 68.0 66.0 62.0 0.0 0.0 0.0 0.0 0.0 -5.0 14.0 77.0 82.0 64.5 64.0 66.0 66.0 65.0 0.0 0.0 1.0 0.0 0.0 -8.0 14.0 87.0 90.0 76.7 75.0 78.0 78.0 65.0 0.0 0.0 0.0 1.0 0.0 -2.0 23.0 51.0 51.0 50.7 49.0 53.0 51.0 43.0 0.0 0.0 0.0 0.0 1.0 -4.0 8.0 68.0 77.0 57.1 57.0 61.0 57.0 41.0 1.0 0.0 0.0 0.0 0.0 -10.0 11.0 57.0 60.0 61.4 58.0 66.0 61.0 58.0 0.0 0.0 0.0 0.0 1.0 -6.0 30.0 79.0 74.0 72.8 71.0 76.0 72.0 87.0 0.0 0.0 0.0 0.0 0.0 -7.0 26.0 80.0 85.0 77.2 73.0 79.0 76.0 74.0 0.0 0.0 0.0 0.0 1.0 -5.0 6.0 60.0 68.0 62.8 61.0 64.0 61.0 64.0 1.0 0.0 0.0 0.0 0.0 -2.0 11.0 62.0 56.0 49.5 46.0 53.0 50.0 37.0 0.0 0.0 0.0 0.0 0.0 -4.0 2.0 73.0 71.0 56.2 55.0 58.0 58.0 45.0 0.0 0.0 1.0 0.0 0.0 -10.0 16.0 60.0 62.0 59.5 57.0 60.0 59.0 40.0 0.0 0.0 0.0 1.0 0.0 -7.0 28.0 79.0 83.0 77.3 76.0 80.0 78.0 76.0 0.0 0.0 0.0 0.0 0.0 -5.0 19.0 71.0 64.0 65.4 62.0 68.0 67.0 56.0 0.0 0.0 0.0 0.0 0.0 -1.0 27.0 54.0 56.0 48.4 45.0 51.0 49.0 54.0 0.0 0.0 0.0 0.0 0.0 -12.0 25.0 40.0 41.0 45.1 42.0 49.0 44.0 31.0 0.0 0.0 0.0 1.0 0.0 -5.0 24.0 66.0 65.0 66.2 66.0 71.0 66.0 67.0 0.0 0.0 0.0 0.0 1.0 -11.0 4.0 57.0 65.0 53.7 49.0 55.0 54.0 38.0 1.0 0.0 0.0 0.0 0.0 -1.0 5.0 41.0 40.0 46.0 46.0 46.0 46.0 41.0 0.0 0.0 0.0 0.0 1.0 -1.0 1.0 45.0 45.0 45.6 43.0 50.0 44.0 29.0 1.0 0.0 0.0 0.0 0.0 -11.0 26.0 52.0 52.0 48.4 48.0 50.0 47.0 58.0 0.0 0.0 1.0 0.0 0.0 -11.0 12.0 64.0 63.0 51.7 50.0 52.0 52.0 63.0 0.0 0.0 1.0 0.0 0.0 -11.0 30.0 52.0 52.0 47.6 47.0 52.0 49.0 44.0 0.0 0.0 0.0 0.0 0.0 -4.0 13.0 58.0 60.0 57.9 55.0 62.0 56.0 77.0 0.0 0.0 0.0 0.0 0.0 -8.0 23.0 84.0 81.0 75.7 73.0 78.0 77.0 89.0 0.0 0.0 0.0 0.0 1.0 -7.0 14.0 77.0 75.0 75.8 74.0 76.0 77.0 77.0 0.0 0.0 0.0 0.0 0.0 -11.0 13.0 63.0 59.0 51.4 48.0 56.0 50.0 64.0 0.0 0.0 0.0 1.0 0.0 -8.0 9.0 72.0 73.0 77.1 77.0 80.0 79.0 94.0 0.0 0.0 0.0 0.0 1.0 -8.0 4.0 73.0 75.0 77.3 73.0 79.0 78.0 66.0 0.0 0.0 0.0 0.0 0.0 -4.0 16.0 59.0 60.0 58.5 56.0 60.0 59.0 59.0 0.0 0.0 1.0 0.0 0.0 -6.0 23.0 73.0 75.0 71.3 68.0 72.0 71.0 56.0 0.0 0.0 0.0 0.0 0.0 -4.0 11.0 66.0 59.0 57.6 56.0 60.0 58.0 40.0 0.0 1.0 0.0 0.0 0.0 -2.0 6.0 49.0 53.0 49.1 47.0 53.0 49.0 56.0 0.0 0.0 1.0 0.0 0.0 -8.0 6.0 80.0 79.0 77.2 76.0 81.0 79.0 60.0 0.0 0.0 1.0 0.0 0.0 -3.0 5.0 59.0 57.0 52.1 49.0 53.0 51.0 46.0 0.0 0.0 1.0 0.0 0.0 -6.0 2.0 79.0 75.0 67.6 64.0 71.0 67.0 77.0 0.0 0.0 0.0 0.0 0.0 -9.0 20.0 69.0 71.0 69.4 67.0 73.0 69.0 81.0 0.0 0.0 0.0 0.0 1.0 -2.0 19.0 57.0 53.0 50.2 50.0 52.0 51.0 42.0 1.0 0.0 0.0 0.0 0.0 -2.0 2.0 47.0 46.0 48.8 48.0 50.0 50.0 56.0 0.0 0.0 0.0 0.0 1.0 -7.0 22.0 82.0 81.0 76.9 72.0 77.0 76.0 70.0 1.0 0.0 0.0 0.0 0.0 -11.0 24.0 54.0 49.0 48.9 47.0 53.0 48.0 29.0 0.0 0.0 0.0 0.0 0.0 -1.0 28.0 56.0 57.0 48.4 44.0 52.0 48.0 34.0 0.0 0.0 0.0 0.0 0.0 -10.0 18.0 60.0 60.0 58.8 54.0 60.0 57.0 53.0 0.0 0.0 0.0 0.0 1.0 -9.0 4.0 70.0 67.0 73.7 72.0 77.0 75.0 64.0 0.0 0.0 0.0 1.0 0.0 -10.0 4.0 65.0 61.0 64.1 62.0 69.0 65.0 60.0 0.0 0.0 0.0 0.0 1.0 -6.0 14.0 70.0 66.0 69.5 66.0 71.0 69.0 85.0 0.0 0.0 0.0 0.0 1.0 -11.0 11.0 65.0 64.0 51.9 50.0 53.0 52.0 55.0 1.0 0.0 0.0 0.0 0.0 -5.0 21.0 63.0 66.0 65.7 62.0 67.0 65.0 49.0 0.0 0.0 1.0 0.0 0.0 -3.0 6.0 57.0 64.0 52.2 52.0 53.0 51.0 49.0 0.0 0.0 0.0 1.0 0.0 -5.0 18.0 60.0 71.0 65.2 61.0 68.0 65.0 56.0 0.0 0.0 0.0 0.0 0.0 -5.0 11.0 67.0 75.0 63.8 62.0 68.0 63.0 60.0 0.0 0.0 0.0 0.0 0.0 -1.0 9.0 45.0 48.0 46.4 46.0 50.0 45.0 47.0 0.0 0.0 1.0 0.0 0.0 -3.0 8.0 60.0 53.0 52.5 48.0 56.0 51.0 70.0 0.0 0.0 0.0 0.0 1.0 -1.0 15.0 55.0 49.0 47.1 46.0 51.0 46.0 65.0 1.0 0.0 0.0 0.0 0.0 -6.0 8.0 86.0 85.0 68.5 67.0 70.0 69.0 81.0 0.0 0.0 0.0 0.0 0.0 -2.0 10.0 57.0 62.0 49.4 48.0 50.0 49.0 30.0 0.0 0.0 0.0 0.0 0.0 -12.0 3.0 46.0 50.0 47.0 42.0 52.0 47.0 58.0 0.0 0.0 1.0 0.0 0.0 -10.0 27.0 65.0 58.0 55.9 51.0 60.0 55.0 39.0 0.0 0.0 0.0 0.0 0.0 -8.0 7.0 79.0 72.0 77.2 74.0 78.0 77.0 95.0 0.0 0.0 0.0 1.0 0.0 -11.0 16.0 57.0 55.0 50.7 50.0 51.0 49.0 34.0 0.0 0.0 0.0 0.0 0.0 -9.0 10.0 72.0 74.0 72.3 70.0 77.0 74.0 91.0 0.0 0.0 1.0 0.0 0.0 -7.0 29.0 83.0 85.0 77.3 77.0 80.0 79.0 77.0 1.0 0.0 0.0 0.0 0.0 -8.0 3.0 77.0 73.0 77.3 77.0 81.0 77.0 93.0 0.0 0.0 0.0 0.0 0.0 -12.0 1.0 52.0 52.0 47.4 44.0 48.0 49.0 39.0 0.0 0.0 0.0 0.0 0.0 -9.0 25.0 64.0 67.0 67.6 64.0 72.0 67.0 62.0 0.0 0.0 0.0 1.0 0.0 -12.0 23.0 49.0 45.0 45.1 45.0 49.0 44.0 35.0 1.0 0.0 0.0 0.0 0.0 -12.0 2.0 52.0 46.0 47.2 46.0 51.0 49.0 41.0 1.0 0.0 0.0 0.0 0.0 -10.0 13.0 62.0 66.0 60.6 60.0 62.0 60.0 57.0 0.0 0.0 0.0 0.0 0.0 -7.0 23.0 81.0 71.0 77.0 75.0 81.0 76.0 86.0 0.0 0.0 1.0 0.0 0.0 -6.0 13.0 65.0 70.0 69.3 66.0 72.0 69.0 79.0 0.0 1.0 0.0 0.0 0.0 -2.0 15.0 55.0 58.0 49.9 46.0 52.0 49.0 53.0 0.0 1.0 0.0 0.0 0.0 -8.0 8.0 72.0 72.0 77.1 76.0 78.0 77.0 65.0 0.0 1.0 0.0 0.0 0.0 -7.0 12.0 74.0 74.0 75.4 74.0 77.0 77.0 71.0 0.0 0.0 0.0 0.0 1.0 -10.0 3.0 63.0 65.0 64.5 63.0 68.0 65.0 49.0 0.0 1.0 0.0 0.0 0.0 -4.0 18.0 68.0 77.0 58.8 55.0 59.0 57.0 39.0 0.0 1.0 0.0 0.0 0.0 -2.0 25.0 60.0 59.0 50.9 49.0 51.0 49.0 35.0 0.0 0.0 0.0 0.0 0.0 -1.0 2.0 44.0 45.0 45.7 41.0 50.0 44.0 61.0 0.0 0.0 1.0 0.0 0.0 -2.0 21.0 51.0 53.0 50.5 49.0 54.0 52.0 46.0 0.0 0.0 0.0 1.0 0.0 -3.0 24.0 57.0 53.0 54.9 54.0 56.0 56.0 72.0 0.0 0.0 0.0 0.0 0.0 -7.0 27.0 85.0 79.0 77.3 73.0 78.0 79.0 79.0 0.0 0.0 0.0 0.0 0.0 -2.0 4.0 51.0 49.0 49.0 44.0 54.0 51.0 44.0 0.0 0.0 0.0 0.0 0.0 -10.0 7.0 66.0 63.0 62.9 62.0 67.0 64.0 78.0 1.0 0.0 0.0 0.0 0.0 -4.0 4.0 63.0 69.0 56.5 54.0 59.0 56.0 45.0 0.0 1.0 0.0 0.0 0.0 -2.0 24.0 51.0 60.0 50.8 47.0 53.0 50.0 46.0 0.0 0.0 0.0 0.0 0.0 -10.0 8.0 63.0 64.0 62.5 60.0 65.0 61.0 73.0 0.0 0.0 1.0 0.0 0.0 -9.0 15.0 75.0 79.0 71.0 66.0 76.0 69.0 64.0 0.0 0.0 0.0 0.0 0.0 -1.0 14.0 49.0 55.0 47.0 43.0 47.0 46.0 58.0 0.0 0.0 0.0 0.0 0.0 -4.0 1.0 68.0 73.0 56.0 54.0 59.0 55.0 41.0 1.0 0.0 0.0 0.0 0.0 -10.0 17.0 62.0 60.0 59.1 57.0 63.0 59.0 62.0 0.0 1.0 0.0 0.0 0.0 -6.0 18.0 71.0 67.0 70.2 67.0 75.0 69.0 77.0 0.0 0.0 1.0 0.0 0.0 -12.0 26.0 41.0 42.0 45.2 45.0 48.0 46.0 58.0 0.0 1.0 0.0 0.0 0.0 -5.0 17.0 57.0 60.0 65.0 62.0 65.0 65.0 55.0 0.0 0.0 0.0 0.0 1.0 -11.0 20.0 55.0 57.0 49.8 47.0 54.0 48.0 30.0 0.0 0.0 0.0 1.0 0.0 -12.0 18.0 35.0 35.0 45.2 44.0 46.0 46.0 36.0 0.0 0.0 0.0 1.0 0.0 -9.0 17.0 71.0 75.0 70.3 66.0 73.0 70.0 84.0 0.0 0.0 1.0 0.0 0.0 -2.0 26.0 59.0 61.0 51.1 48.0 56.0 53.0 65.0 1.0 0.0 0.0 0.0 0.0 -2.0 22.0 53.0 51.0 50.6 46.0 51.0 50.0 59.0 0.0 1.0 0.0 0.0 0.0 -6.0 26.0 69.0 71.0 71.9 67.0 74.0 72.0 70.0 0.0 0.0 0.0 1.0 0.0 -7.0 11.0 71.0 74.0 75.3 74.0 79.0 75.0 71.0 0.0 1.0 0.0 0.0 0.0 -12.0 30.0 48.0 48.0 45.4 44.0 46.0 44.0 42.0 1.0 0.0 0.0 0.0 0.0 -7.0 9.0 68.0 74.0 74.9 70.0 79.0 76.0 60.0 0.0 0.0 1.0 0.0 0.0 -6.0 21.0 70.0 76.0 70.8 68.0 75.0 71.0 57.0 0.0 0.0 0.0 0.0 1.0 -3.0 2.0 54.0 58.0 51.6 47.0 54.0 52.0 37.0 0.0 0.0 0.0 0.0 0.0 -2.0 20.0 53.0 51.0 50.4 48.0 55.0 51.0 43.0 0.0 0.0 1.0 0.0 0.0 -9.0 9.0 67.0 72.0 72.6 68.0 77.0 71.0 78.0 1.0 0.0 0.0 0.0 0.0 -9.0 26.0 67.0 76.0 67.2 64.0 69.0 69.0 74.0 0.0 1.0 0.0 0.0 0.0 -1.0 22.0 52.0 52.0 47.9 47.0 48.0 48.0 60.0 1.0 0.0 0.0 0.0 0.0 -11.0 27.0 52.0 53.0 48.2 48.0 49.0 49.0 53.0 0.0 0.0 0.0 1.0 0.0 -6.0 12.0 67.0 65.0 69.1 65.0 73.0 70.0 83.0 0.0 0.0 0.0 1.0 0.0 -10.0 20.0 61.0 58.0 58.1 58.0 59.0 58.0 43.0 0.0 0.0 0.0 0.0 0.0 -7.0 13.0 74.0 77.0 75.6 74.0 78.0 76.0 56.0 0.0 0.0 0.0 0.0 0.0 -11.0 7.0 58.0 61.0 52.9 51.0 56.0 51.0 35.0 0.0 1.0 0.0 0.0 0.0 -10.0 1.0 66.0 67.0 65.3 64.0 70.0 64.0 54.0 0.0 0.0 1.0 0.0 0.0 -11.0 22.0 55.0 54.0 49.3 46.0 54.0 49.0 58.0 0.0 0.0 0.0 0.0 1.0 -6.0 1.0 71.0 79.0 67.4 65.0 69.0 66.0 58.0 0.0 0.0 0.0 0.0 0.0 -5.0 13.0 81.0 77.0 64.3 63.0 67.0 66.0 67.0 1.0 0.0 0.0 0.0 0.0 -6.0 3.0 75.0 71.0 67.7 64.0 71.0 66.0 55.0 1.0 0.0 0.0 0.0 0.0 -4.0 12.0 59.0 58.0 57.7 54.0 59.0 57.0 61.0 0.0 0.0 0.0 0.0 1.0 -3.0 31.0 64.0 68.0 55.9 55.0 59.0 56.0 56.0 0.0 0.0 0.0 0.0 0.0 -12.0 14.0 43.0 40.0 45.4 45.0 48.0 45.0 49.0 0.0 0.0 0.0 0.0 0.0 -8.0 5.0 75.0 80.0 77.3 75.0 81.0 78.0 71.0 1.0 0.0 0.0 0.0 0.0 -5.0 4.0 87.0 74.0 62.3 59.0 65.0 64.0 61.0 0.0 0.0 0.0 0.0 0.0 -12.0 31.0 48.0 57.0 45.5 42.0 48.0 47.0 57.0 0.0 0.0 1.0 0.0 0.0 -1.0 21.0 48.0 52.0 47.8 43.0 51.0 46.0 57.0 0.0 0.0 0.0 0.0 0.0 -7.0 10.0 74.0 71.0 75.1 71.0 77.0 76.0 95.0 0.0 0.0 0.0 1.0 0.0 -3.0 15.0 54.0 49.0 53.6 49.0 58.0 52.0 70.0 0.0 0.0 0.0 0.0 1.0 -4.0 19.0 77.0 89.0 59.0 59.0 63.0 59.0 61.0 0.0 0.0 0.0 0.0 1.0 -10.0 14.0 66.0 60.0 60.2 56.0 64.0 60.0 78.0 1.0 0.0 0.0 0.0 0.0 -4.0 15.0 59.0 59.0 58.3 58.0 61.0 60.0 40.0 1.0 0.0 0.0 0.0 0.0 +0 +143.762620712 +-88.5787166225 +-82.8452345578 +72.4951388149 +11.805182128 +-63.9354970901 +126.32584079600001 +23.0341392692 +67.6714937696 +47.39275848810001 diff -r c02c2bf137ab -r 18ac21927d3d test-data/feature_selection_result12 --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/feature_selection_result12 Sat Aug 04 12:33:33 2018 -0400 @@ -0,0 +1,11 @@ +0 1 +143.762620712 -1.1796457192799998 +-88.5787166225 -2.5710918402200003 +-82.8452345578 -0.168636324107 +72.4951388149 0.991068834926 +11.805182128 -0.7096855607860001 +-63.9354970901 0.9841122108220001 +126.32584079600001 0.35353444883900004 +23.0341392692 1.03188231893 +67.6714937696 -0.8214378651719999 +47.39275848810001 -0.0942409319417 diff -r c02c2bf137ab -r 18ac21927d3d test-data/pipeline01 Binary file test-data/pipeline01 has changed diff -r c02c2bf137ab -r 18ac21927d3d test-data/pipeline02 Binary file test-data/pipeline02 has changed diff -r c02c2bf137ab -r 18ac21927d3d test-data/pipeline03 Binary file test-data/pipeline03 has changed diff -r c02c2bf137ab -r 18ac21927d3d test-data/pipeline04 Binary file test-data/pipeline04 has changed diff -r c02c2bf137ab -r 18ac21927d3d test-data/pipeline05 Binary file test-data/pipeline05 has changed diff -r c02c2bf137ab -r 18ac21927d3d test-data/pipeline06 Binary file test-data/pipeline06 has changed diff -r c02c2bf137ab -r 18ac21927d3d test-data/pipeline07 Binary file test-data/pipeline07 has changed diff -r c02c2bf137ab -r 18ac21927d3d test-data/pipeline08 Binary file test-data/pipeline08 has changed diff -r c02c2bf137ab -r 18ac21927d3d test-data/searchCV01 Binary file test-data/searchCV01 has changed