('ex', ExtraTreesRegressor(bootstrap=False, criterion='mse', max_depth=None,
max_features='auto', max_leaf_nodes=None,
min_impurity_split=1e-07, min_samples_leaf=1,
min_samples_split=2, min_weight_fraction_leaf=0.0,
n_estimators=10, n_jobs=1, oob_score=False, random_state=None,
verbose=0, warm_start=False))
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/cross_validation.py:1665: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().
estimator.fit(X_train, y_train, **fit_params)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
('rf', RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,
max_features='auto', max_leaf_nodes=None,
min_impurity_split=1e-07, min_samples_leaf=1,
min_samples_split=2, min_weight_fraction_leaf=0.0,
n_estimators=10, n_jobs=1, oob_score=False, random_state=None,
verbose=0, warm_start=False))
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
('gb', GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None,
learning_rate=0.1, loss='ls', max_depth=3, max_features=None,
max_leaf_nodes=None, min_impurity_split=1e-07,
min_samples_leaf=1, min_samples_split=2,
min_weight_fraction_leaf=0.0, n_estimators=100,
presort='auto', random_state=None, subsample=1.0, verbose=0,
warm_start=False))
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
('ad', AdaBoostRegressor(base_estimator=None, learning_rate=1.0, loss='linear',
n_estimators=50, random_state=None))
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/chetan/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_squared_error was renamed to neg_mean_squared_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)