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abhi8893 / Titanic-Survival

Titanic Survival Kaggle competition
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Duplicate parameters in DataPipeline object #15

Closed abhi8893 closed 4 years ago

abhi8893 commented 4 years ago 
from titansurv.pipeline import pipeline1 as dp
from titansurv.utils import print_params
print_params(dp)

Duplicate parameters in

Output: 


['data',
 'description',
 'mlmodel__bootstrap',
 'mlmodel__ccp_alpha',
 'mlmodel__class_weight',
 'mlmodel__criterion',
 'mlmodel__max_depth',
 'mlmodel__max_features',
 'mlmodel__max_leaf_nodes',
 'mlmodel__max_samples',
 'mlmodel__min_impurity_decrease',
 'mlmodel__min_impurity_split',
 'mlmodel__min_samples_leaf',
 'mlmodel__min_samples_split',
 'mlmodel__min_weight_fraction_leaf',
 'mlmodel__n_estimators',
 'mlmodel__n_jobs',
 'mlmodel__oob_score',
 'mlmodel__random_state',
 'mlmodel__verbose',
 'mlmodel__warm_start',
 'mlmodel',
 'prepare_data__memory',
 'prepare_data__steps',
 'prepare_data__verbose',
 'prepare_data__nan_drpr',
 'prepare_data__nan_drpr__key',
 'prepare_data',
 'preprocess_data__n_jobs',
 'preprocess_data__remainder',
 'preprocess_data__sparse_threshold',
 'preprocess_data__transformer_weights',
 'preprocess_data__transformers',
 'preprocess_data__verbose',
 'preprocess_data__enc',
 'preprocess_data__imp_scaler',
 'preprocess_data__pre_Name',
 'preprocess_data__pre_Cabin',
 'preprocess_data__pre_Ticket',
 'preprocess_data__Pre_SibSp',
 'preprocess_data__Pre_Parch',
 'preprocess_data__enc__categories',
 'preprocess_data__enc__drop',
 'preprocess_data__enc__dtype',
 'preprocess_data__enc__handle_unknown',
 'preprocess_data__enc__sparse',
 'preprocess_data__imp_scaler__memory',
 'preprocess_data__imp_scaler__steps',
 'preprocess_data__imp_scaler__verbose',
 'preprocess_data__imp_scaler__imp',
 'preprocess_data__imp_scaler__scaler',
 'preprocess_data__imp_scaler__imp__add_indicator',
 'preprocess_data__imp_scaler__imp__copy',
 'preprocess_data__imp_scaler__imp__fill_value',
 'preprocess_data__imp_scaler__imp__missing_values',
 'preprocess_data__imp_scaler__imp__strategy',
 'preprocess_data__imp_scaler__imp__verbose',
 'preprocess_data__imp_scaler__scaler__copy',
 'preprocess_data__imp_scaler__scaler__with_mean',
 'preprocess_data__imp_scaler__scaler__with_std',
 'preprocess_data__pre_Name__memory',
 'preprocess_data__pre_Name__steps',
 'preprocess_data__pre_Name__verbose',
 'preprocess_data__pre_Name__featurize',
 'preprocess_data__pre_Name__enc',
 'preprocess_data__pre_Name__featurize__accept_sparse',
 'preprocess_data__pre_Name__featurize__check_inverse',
 'preprocess_data__pre_Name__featurize__func',
 'preprocess_data__pre_Name__featurize__inv_kw_args',
 'preprocess_data__pre_Name__featurize__inverse_func',
 'preprocess_data__pre_Name__featurize__kw_args',
 'preprocess_data__pre_Name__featurize__validate',
 'preprocess_data__pre_Name__enc__categories',
 'preprocess_data__pre_Name__enc__drop',
 'preprocess_data__pre_Name__enc__dtype',
 'preprocess_data__pre_Name__enc__handle_unknown',
 'preprocess_data__pre_Name__enc__sparse',
 'preprocess_data__pre_Cabin__memory',
 'preprocess_data__pre_Cabin__steps',
 'preprocess_data__pre_Cabin__verbose',
 'preprocess_data__pre_Cabin__featurize',
 'preprocess_data__pre_Cabin__enc',
 'preprocess_data__pre_Cabin__featurize__accept_sparse',
 'preprocess_data__pre_Cabin__featurize__check_inverse',
 'preprocess_data__pre_Cabin__featurize__func',
 'preprocess_data__pre_Cabin__featurize__inv_kw_args',
 'preprocess_data__pre_Cabin__featurize__inverse_func',
 'preprocess_data__pre_Cabin__featurize__kw_args',
 'preprocess_data__pre_Cabin__featurize__validate',
 'preprocess_data__pre_Cabin__enc__categories',
 'preprocess_data__pre_Cabin__enc__drop',
 'preprocess_data__pre_Cabin__enc__dtype',
 'preprocess_data__pre_Cabin__enc__handle_unknown',
 'preprocess_data__pre_Cabin__enc__sparse',
 'preprocess_data__pre_Ticket__memory',
 'preprocess_data__pre_Ticket__steps',
 'preprocess_data__pre_Ticket__verbose',
 'preprocess_data__pre_Ticket__featurize',
 'preprocess_data__pre_Ticket__binarizer',
 'preprocess_data__pre_Ticket__featurize__accept_sparse',
 'preprocess_data__pre_Ticket__featurize__check_inverse',
 'preprocess_data__pre_Ticket__featurize__func',
 'preprocess_data__pre_Ticket__featurize__inv_kw_args',
 'preprocess_data__pre_Ticket__featurize__inverse_func',
 'preprocess_data__pre_Ticket__featurize__kw_args',
 'preprocess_data__pre_Ticket__featurize__validate',
 'preprocess_data__pre_Ticket__binarizer__accept_sparse',
 'preprocess_data__pre_Ticket__binarizer__check_inverse',
 'preprocess_data__pre_Ticket__binarizer__func',
 'preprocess_data__pre_Ticket__binarizer__inv_kw_args',
 'preprocess_data__pre_Ticket__binarizer__inverse_func',
 'preprocess_data__pre_Ticket__binarizer__kw_args',
 'preprocess_data__pre_Ticket__binarizer__validate',
 'preprocess_data__Pre_SibSp__memory',
 'preprocess_data__Pre_SibSp__steps',
 'preprocess_data__Pre_SibSp__verbose',
 'preprocess_data__Pre_SibSp__binner',
 'preprocess_data__Pre_SibSp__enc',
 'preprocess_data__Pre_SibSp__binner__accept_sparse',
 'preprocess_data__Pre_SibSp__binner__check_inverse',
 'preprocess_data__Pre_SibSp__binner__func',
 'preprocess_data__Pre_SibSp__binner__inv_kw_args',
 'preprocess_data__Pre_SibSp__binner__inverse_func',
 'preprocess_data__Pre_SibSp__binner__kw_args',
 'preprocess_data__Pre_SibSp__binner__validate',
 'preprocess_data__Pre_SibSp__enc__categories',
 'preprocess_data__Pre_SibSp__enc__drop',
 'preprocess_data__Pre_SibSp__enc__dtype',
 'preprocess_data__Pre_SibSp__enc__handle_unknown',
 'preprocess_data__Pre_SibSp__enc__sparse',
 'preprocess_data__Pre_Parch__memory',
 'preprocess_data__Pre_Parch__steps',
 'preprocess_data__Pre_Parch__verbose',
 'preprocess_data__Pre_Parch__binner',
 'preprocess_data__Pre_Parch__enc',
 'preprocess_data__Pre_Parch__binner__accept_sparse',
 'preprocess_data__Pre_Parch__binner__check_inverse',
 'preprocess_data__Pre_Parch__binner__func',
 'preprocess_data__Pre_Parch__binner__inv_kw_args',
 'preprocess_data__Pre_Parch__binner__inverse_func',
 'preprocess_data__Pre_Parch__binner__kw_args',
 'preprocess_data__Pre_Parch__binner__validate',
 'preprocess_data__Pre_Parch__enc__categories',
 'preprocess_data__Pre_Parch__enc__drop',
 'preprocess_data__Pre_Parch__enc__dtype',
 'preprocess_data__Pre_Parch__enc__handle_unknown',
 'preprocess_data__Pre_Parch__enc__sparse',
 'preprocess_data',
 'ycol',
 'preprocessing',
 'train',
 'preprocessing__n_jobs',
 'preprocessing__remainder',
 'preprocessing__sparse_threshold',
 'preprocessing__transformer_weights',
 'preprocessing__transformers',
 'preprocessing__verbose',
 'preprocessing__enc',
 'preprocessing__imp_scaler',
 'preprocessing__pre_Name',
 'preprocessing__pre_Cabin',
 'preprocessing__pre_Ticket',
 'preprocessing__Pre_SibSp',
 'preprocessing__Pre_Parch',
 'preprocessing__enc__categories',
 'preprocessing__enc__drop',
 'preprocessing__enc__dtype',
 'preprocessing__enc__handle_unknown',
 'preprocessing__enc__sparse',
 'preprocessing__imp_scaler__memory',
 'preprocessing__imp_scaler__steps',
 'preprocessing__imp_scaler__verbose',
 'preprocessing__imp_scaler__imp',
 'preprocessing__imp_scaler__scaler',
 'preprocessing__imp_scaler__imp__add_indicator',
 'preprocessing__imp_scaler__imp__copy',
 'preprocessing__imp_scaler__imp__fill_value',
 'preprocessing__imp_scaler__imp__missing_values',
 'preprocessing__imp_scaler__imp__strategy',
 'preprocessing__imp_scaler__imp__verbose',
 'preprocessing__imp_scaler__scaler__copy',
 'preprocessing__imp_scaler__scaler__with_mean',
 'preprocessing__imp_scaler__scaler__with_std',
 'preprocessing__pre_Name__memory',
 'preprocessing__pre_Name__steps',
 'preprocessing__pre_Name__verbose',
 'preprocessing__pre_Name__featurize',
 'preprocessing__pre_Name__enc',
 'preprocessing__pre_Name__featurize__accept_sparse',
 'preprocessing__pre_Name__featurize__check_inverse',
 'preprocessing__pre_Name__featurize__func',
 'preprocessing__pre_Name__featurize__inv_kw_args',
 'preprocessing__pre_Name__featurize__inverse_func',
 'preprocessing__pre_Name__featurize__kw_args',
 'preprocessing__pre_Name__featurize__validate',
 'preprocessing__pre_Name__enc__categories',
 'preprocessing__pre_Name__enc__drop',
 'preprocessing__pre_Name__enc__dtype',
 'preprocessing__pre_Name__enc__handle_unknown',
 'preprocessing__pre_Name__enc__sparse',
 'preprocessing__pre_Cabin__memory',
 'preprocessing__pre_Cabin__steps',
 'preprocessing__pre_Cabin__verbose',
 'preprocessing__pre_Cabin__featurize',
 'preprocessing__pre_Cabin__enc',
 'preprocessing__pre_Cabin__featurize__accept_sparse',
 'preprocessing__pre_Cabin__featurize__check_inverse',
 'preprocessing__pre_Cabin__featurize__func',
 'preprocessing__pre_Cabin__featurize__inv_kw_args',
 'preprocessing__pre_Cabin__featurize__inverse_func',
 'preprocessing__pre_Cabin__featurize__kw_args',
 'preprocessing__pre_Cabin__featurize__validate',
 'preprocessing__pre_Cabin__enc__categories',
 'preprocessing__pre_Cabin__enc__drop',
 'preprocessing__pre_Cabin__enc__dtype',
 'preprocessing__pre_Cabin__enc__handle_unknown',
 'preprocessing__pre_Cabin__enc__sparse',
 'preprocessing__pre_Ticket__memory',
 'preprocessing__pre_Ticket__steps',
 'preprocessing__pre_Ticket__verbose',
 'preprocessing__pre_Ticket__featurize',
 'preprocessing__pre_Ticket__binarizer',
 'preprocessing__pre_Ticket__featurize__accept_sparse',
 'preprocessing__pre_Ticket__featurize__check_inverse',
 'preprocessing__pre_Ticket__featurize__func',
 'preprocessing__pre_Ticket__featurize__inv_kw_args',
 'preprocessing__pre_Ticket__featurize__inverse_func',
 'preprocessing__pre_Ticket__featurize__kw_args',
 'preprocessing__pre_Ticket__featurize__validate',
 'preprocessing__pre_Ticket__binarizer__accept_sparse',
 'preprocessing__pre_Ticket__binarizer__check_inverse',
 'preprocessing__pre_Ticket__binarizer__func',
 'preprocessing__pre_Ticket__binarizer__inv_kw_args',
 'preprocessing__pre_Ticket__binarizer__inverse_func',
 'preprocessing__pre_Ticket__binarizer__kw_args',
 'preprocessing__pre_Ticket__binarizer__validate',
 'preprocessing__Pre_SibSp__memory',
 'preprocessing__Pre_SibSp__steps',
 'preprocessing__Pre_SibSp__verbose',
 'preprocessing__Pre_SibSp__binner',
 'preprocessing__Pre_SibSp__enc',
 'preprocessing__Pre_SibSp__binner__accept_sparse',
 'preprocessing__Pre_SibSp__binner__check_inverse',
 'preprocessing__Pre_SibSp__binner__func',
 'preprocessing__Pre_SibSp__binner__inv_kw_args',
 'preprocessing__Pre_SibSp__binner__inverse_func',
 'preprocessing__Pre_SibSp__binner__kw_args',
 'preprocessing__Pre_SibSp__binner__validate',
 'preprocessing__Pre_SibSp__enc__categories',
 'preprocessing__Pre_SibSp__enc__drop',
 'preprocessing__Pre_SibSp__enc__dtype',
 'preprocessing__Pre_SibSp__enc__handle_unknown',
 'preprocessing__Pre_SibSp__enc__sparse',
 'preprocessing__Pre_Parch__memory',
 'preprocessing__Pre_Parch__steps',
 'preprocessing__Pre_Parch__verbose',
 'preprocessing__Pre_Parch__binner',
 'preprocessing__Pre_Parch__enc',
 'preprocessing__Pre_Parch__binner__accept_sparse',
 'preprocessing__Pre_Parch__binner__check_inverse',
 'preprocessing__Pre_Parch__binner__func',
 'preprocessing__Pre_Parch__binner__inv_kw_args',
 'preprocessing__Pre_Parch__binner__inverse_func',
 'preprocessing__Pre_Parch__binner__kw_args',
 'preprocessing__Pre_Parch__binner__validate',
 'preprocessing__Pre_Parch__enc__categories',
 'preprocessing__Pre_Parch__enc__drop',
 'preprocessing__Pre_Parch__enc__dtype',
 'preprocessing__Pre_Parch__enc__handle_unknown',
 'preprocessing__Pre_Parch__enc__sparse',
 'train__bootstrap',
 'train__ccp_alpha',
 'train__class_weight',
 'train__criterion',
 'train__max_depth',
 'train__max_features',
 'train__max_leaf_nodes',
 'train__max_samples',
 'train__min_impurity_decrease',
 'train__min_impurity_split',
 'train__min_samples_leaf',
 'train__min_samples_split',
 'train__min_weight_fraction_leaf',
 'train__n_estimators',
 'train__n_jobs',
 'train__oob_score',
 'train__random_state',
 'train__verbose',
 'train__warm_start']
abhi8893 commented 4 years ago

Created new branch and fixed it here https://github.com/abhi8893/Titanic-Survival/blob/18278aee5220eed50e02d4c196842f0733c2170b/titansurv/pipeline/data_pipeline.py#L193-L205