f04634f2d427763d3b51af4ad6213fe5ad37fbf7,python-package/mlbox/preprocessing/reader.py,Reader,train_test_split,#Reader#Any#Any#,271

Before Change


                print("number of test samples : " + str(df_test.shape[0]))
                print("")
                print("Top 5 sparse features (% missing values on train set):")
                print(np.round((df_train.isnull().sum()*100./df_train.shape[0]).sort_values(ascending=False)[:5],1))
                
            ////////////////////////////////////////////////////////////////////////////////////////////////////////////
            //////////////////////////////////// encoding target ////////////////////////////////////
            ////////////////////////////////////////////////////////////////////////////////////////////////////////////

After Change


                print("number of training samples : " + str(df_train.shape[0]))
                print("number of test samples : " + str(df_test.shape[0]))
                
                if(sparse):
                    print("")
                    print("Top sparse features (% missing values on train set):")
                    print(np.round(sparse_features[sparse_features>0.0][:5],1))
                    
                else:
                    print("")
                    print("you have no missing values on train set...")
                
            ////////////////////////////////////////////////////////////////////////////////////////////////////////////
            //////////////////////////////////// encoding target ////////////////////////////////////
            ////////////////////////////////////////////////////////////////////////////////////////////////////////////

            task = "regression"

            if (y_train.nunique() <= 2):
                task = "classification"
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 5

Instances


Project Name: AxeldeRomblay/MLBox
Commit Name: f04634f2d427763d3b51af4ad6213fe5ad37fbf7
Time: 2017-07-21
Author: axelderomblay@gmail.com
File Name: python-package/mlbox/preprocessing/reader.py
Class Name: Reader
Method Name: train_test_split


Project Name: pymc-devs/pymc3
Commit Name: df24b86d68db0a0f4f6947b806e7a0facc47c2b8
Time: 2016-06-05
Author: chris.fonnesbeck@vanderbilt.edu
File Name: pymc3/variational/advi.py
Class Name:
Method Name: run_adagrad


Project Name: pymc-devs/pymc3
Commit Name: df24b86d68db0a0f4f6947b806e7a0facc47c2b8
Time: 2016-06-05
Author: chris.fonnesbeck@vanderbilt.edu
File Name: pymc3/variational/advi.py
Class Name:
Method Name: advi_minibatch