Kaggle competition: Quora Insincere Questions Classification
random_search_xgb_model.fit(train_data, y_train )<find_best_params>
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-1*random_search_xgb_model.best_score_<find_best_params>
qids_10 =['60ef89944838f13be61f',
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random_search_xgb_model.best_estimator_<train_model>
qids_11 =['6bc76a7edf7687a60846',
'6bc90c011933e6722f17',
'6bcc10bffe7f3425b25c',
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xgb_model_tuned = XGBRegressor(base_score=0.5, booster='gbtree', colsample_bylevel=1,
colsample_bynode=1, colsample_bytree=1, gamma=1,
importance_type='gain', learning_rate=0.03, max_delta_step=0,
max_depth=3, min_child_weight=1, missing=None, n_estimators=1000,
n_jobs=1, nthread=None, objective='reg:linear', random_state=0,
reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,
silent=None, subsample=1, verbosity=1)
 xgb_model_tuned.fit(train_data, y_train )<compute_test_metric>
qids_12=['76a5bef7da872b0d9900',
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xgb_model_tuned.score(valid_data, y_valid )<define_search_space>
qids_13=['81539b292a30cd8ff2fa',
'8154f6b2710661a16be3',
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params_for_lgb_model = {
'n_estimators': [600, 800, 1000],
'learning_rate': [0.03, 0.05],
}<choose_model_class>
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'96c1d47935163357f7af',
'96c21384e04d34c25176',
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'96c75ebd972d329f284a',
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random_search_lgb_model = RandomizedSearchCV(
 estimator=lgb_model,
param_distributions=params_for_lgb_model,
scoring='neg_mean_absolute_error',
n_iter=5,
n_jobs=-1,
cv=3,
verbose=True
)<train_model>
qids_15=['96f7ea16cb86d581ca52',
'96f82f4e162b8333ab4c',
'9704c504d676f8db3186',
'970eda706ffd32e8404c',
'9712a1739d5a14d088f9',
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'971a1688e9a01a212e11',
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'9760360de730be343698',
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'977a7e1eaf6ba164666d',
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'a14ce975c9981152d958',
'a1503de836499eae1135',
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'a16cdd74b9c5479ed920',
'a16cff74f007dad27f9c',
'a16fb8e20f0b90719bb3',
'a171d504477133be1834',
'a17397809ba07dc8c2ac',
'a173b747a8649d743bc3',
'a173ea3306ba22d28b60',
'a174b36b8113ab8c6f3a',
'a17cc7d63e92edbf93fc',
'a1839f0e2cccdfbeab76',
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'a1898bf0a514a8ea28d0',
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'a18a71cfe37696e1c502',
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'a1b1e5607f1991ea0d99',
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random_search_lgb_model.fit(train_data, y_train )<find_best_params>
qids_16=['a1b3148fdb28bf56d02f',
'a1be2a23cca9a8dff98f',
'a1beae6bfad7e9337e1c',
'a1c32e6799161044955c',
'a1c352c62f5802524c9e',
'a1c84b22ce4c67c3b506',
'a1c8a13b86fc8b29dcaf',
'a1ca3675b5fdd6317640',
'a1d106801eb78da8babb',
'a1d97a7a198bb74220d9',
'a1d9cfc4ff1591358727',
'a1e0f3dc32243c413c77',
'a1e77133bf2adf663b7f',
'a1ed28097d08cf427d5f',
'a1f1a68baa5d79f70a12',
'a1f3bb054eeff602b66e',
'a1f41d7b6d962aad57d0',
'a1f4dce94af23abe5bd7',
'a1f5f3aee5ed8dbeaf3d',
'a1f7a133e68436501465',
'a1f7c0c70444fa93b750',
'a1f8324fc1e2728cab07',
'a1fd3f14a6d8fe8ea9e4',
'a1fd6eb76460ac97ba56',
'a203cfc98c98ef6dac1c',
'a206806d4fd85db90237',
'a2093f6d6d0ad74552f0',
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