{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"\nThis is a competiton to predict Default (=unable to pay Credit-card debt) for AMEX credit-card.\n\nPlease add lightened data set as follows in advance, since the original csv ones are super-heavy.\n\n![image.png](attachment:4e69065f-3131-4bba-8dc6-654d632318b7.png)\n\n","metadata":{},"attachments":{"4e69065f-3131-4bba-8dc6-654d632318b7.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"**This notebook has been run with GPU = ON and python environment = Latest to avoid notebook from crashing.Please upvote if you found the notebook useful/ helpful/interesting**","metadata":{}},{"cell_type":"markdown","source":"# Read Data","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-07-03T12:29:51.969455Z","iopub.execute_input":"2022-07-03T12:29:51.970241Z","iopub.status.idle":"2022-07-03T12:29:51.986811Z","shell.execute_reply.started":"2022-07-03T12:29:51.970198Z","shell.execute_reply":"2022-07-03T12:29:51.985715Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.set_option('display.max_columns',None)","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:29:52.002412Z","iopub.execute_input":"2022-07-03T12:29:52.003312Z","iopub.status.idle":"2022-07-03T12:29:52.007993Z","shell.execute_reply.started":"2022-07-03T12:29:52.003272Z","shell.execute_reply":"2022-07-03T12:29:52.006979Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\ntrain_df = pd.read_feather('../input/parquet-files-amexdefault-prediction/train_data.ftr')","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:29:52.031253Z","iopub.execute_input":"2022-07-03T12:29:52.032096Z","iopub.status.idle":"2022-07-03T12:30:14.609030Z","shell.execute_reply.started":"2022-07-03T12:29:52.032061Z","shell.execute_reply":"2022-07-03T12:30:14.607897Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.head(5)","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:14.611974Z","iopub.execute_input":"2022-07-03T12:30:14.612287Z","iopub.status.idle":"2022-07-03T12:30:14.760198Z","shell.execute_reply.started":"2022-07-03T12:30:14.612252Z","shell.execute_reply":"2022-07-03T12:30:14.759267Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\ntrain_df.info()","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:14.762403Z","iopub.execute_input":"2022-07-03T12:30:14.763220Z","iopub.status.idle":"2022-07-03T12:30:14.791242Z","shell.execute_reply.started":"2022-07-03T12:30:14.763177Z","shell.execute_reply":"2022-07-03T12:30:14.790368Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"190 Total Features","metadata":{}},{"cell_type":"markdown","source":"# Missing values","metadata":{}},{"cell_type":"code","source":"## Missing values\n\nm = pd.DataFrame(train_df.isna().sum().mul(100).div(len(train_df)).sort_values(ascending=False)).reset_index()\nm.head()","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:14.793879Z","iopub.execute_input":"2022-07-03T12:30:14.794481Z","iopub.status.idle":"2022-07-03T12:30:20.307333Z","shell.execute_reply.started":"2022-07-03T12:30:14.794446Z","shell.execute_reply":"2022-07-03T12:30:20.306342Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"## Delete features with missing % > 70 %, 25 features are deleted\n\n\ndrop_cols = m[m[0]>70]['index'].values\nprint(drop_cols, '\\n', len(drop_cols))","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:20.309016Z","iopub.execute_input":"2022-07-03T12:30:20.309417Z","iopub.status.idle":"2022-07-03T12:30:20.316486Z","shell.execute_reply.started":"2022-07-03T12:30:20.309377Z","shell.execute_reply":"2022-07-03T12:30:20.315434Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.drop(columns = drop_cols,axis=1, inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:20.318132Z","iopub.execute_input":"2022-07-03T12:30:20.319046Z","iopub.status.idle":"2022-07-03T12:30:23.173903Z","shell.execute_reply.started":"2022-07-03T12:30:20.318994Z","shell.execute_reply":"2022-07-03T12:30:23.170526Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Data preprocessing\n\nImputation is a technique used for replacing the missing data with some substitute value to retain most of the data/information of the dataset.\n\nFor imputing categorical columns with MNAR missing values, mean/mode imputation often performs well, especially for high fractions of missing values.\n\n![image.png](attachment:89ea8825-e5ce-43ae-9b72-7c36b1077458.png)","metadata":{},"attachments":{"89ea8825-e5ce-43ae-9b72-7c36b1077458.png":{"image/png":"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"}}},{"cell_type":"code","source":"cols = train_df.columns\nnum_cols = train_df._get_numeric_data().columns\n\ncat_cols = list(set(cols)-set(num_cols))\nprint(cat_cols)\n","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:23.179378Z","iopub.execute_input":"2022-07-03T12:30:23.180213Z","iopub.status.idle":"2022-07-03T12:30:23.194393Z","shell.execute_reply.started":"2022-07-03T12:30:23.180168Z","shell.execute_reply":"2022-07-03T12:30:23.191725Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# We don't want to drop customer id , S2 [Spending dates]\nfiltered_cat_cols = list(set(train_df[cat_cols]) - {'S_2','customer_ID'})","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:23.197578Z","iopub.execute_input":"2022-07-03T12:30:23.200666Z","iopub.status.idle":"2022-07-03T12:30:23.354864Z","shell.execute_reply.started":"2022-07-03T12:30:23.200628Z","shell.execute_reply":"2022-07-03T12:30:23.353747Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Uniques values for each categorical columns\ntrain_df[filtered_cat_cols].nunique()","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:23.359551Z","iopub.execute_input":"2022-07-03T12:30:23.360365Z","iopub.status.idle":"2022-07-03T12:30:23.725340Z","shell.execute_reply.started":"2022-07-03T12:30:23.360307Z","shell.execute_reply":"2022-07-03T12:30:23.722544Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"## Missing value % in categorical features\ntrain_df[filtered_cat_cols].isna().sum().mul(100).div(len(train_df))","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:23.728900Z","iopub.execute_input":"2022-07-03T12:30:23.729200Z","iopub.status.idle":"2022-07-03T12:30:23.810300Z","shell.execute_reply.started":"2022-07-03T12:30:23.729172Z","shell.execute_reply":"2022-07-03T12:30:23.809271Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"## Print different values in each categorical column\n\nfor i in filtered_cat_cols:\n    print(train_df[i].value_counts())","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:23.811646Z","iopub.execute_input":"2022-07-03T12:30:23.812023Z","iopub.status.idle":"2022-07-03T12:30:24.124387Z","shell.execute_reply.started":"2022-07-03T12:30:23.811985Z","shell.execute_reply":"2022-07-03T12:30:24.123342Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nfrom sklearn.impute import SimpleImputer as si\n\nk = si(strategy = 'most_frequent')\nnew_df = pd.DataFrame(k.fit_transform(train_df[filtered_cat_cols]),\n                     columns = filtered_cat_cols)\nnew_df.head(5)","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:24.126153Z","iopub.execute_input":"2022-07-03T12:30:24.126782Z","iopub.status.idle":"2022-07-03T12:30:54.962941Z","shell.execute_reply.started":"2022-07-03T12:30:24.126736Z","shell.execute_reply":"2022-07-03T12:30:54.961737Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Replace encoded categorical features in training df\n\ntrain_df[filtered_cat_cols] = new_df[filtered_cat_cols]","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:54.964611Z","iopub.execute_input":"2022-07-03T12:30:54.965294Z","iopub.status.idle":"2022-07-03T12:30:56.487890Z","shell.execute_reply.started":"2022-07-03T12:30:54.965252Z","shell.execute_reply":"2022-07-03T12:30:56.486790Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Handling numerical missing values\n\nnumeric_cols = train_df.select_dtypes(np.number).columns\nprint('Numerical columns in raw training data', '\\n',numeric_cols)\ntrain_df[numeric_cols].fillna(train_df[numeric_cols].mean(),inplace = True)\ntrain_df.head(5)","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:30:56.489205Z","iopub.execute_input":"2022-07-03T12:30:56.490168Z","iopub.status.idle":"2022-07-03T12:31:20.434438Z","shell.execute_reply.started":"2022-07-03T12:30:56.490133Z","shell.execute_reply":"2022-07-03T12:31:20.433338Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"## Handle date column. Extract day,  month and year from date column\n\nprint(train_df['S_2'].head(3))\ntrain_df['day'] = pd.to_datetime(train_df['S_2']).dt.day\ntrain_df['month'] = pd.to_datetime(train_df['S_2']).dt.month\ntrain_df['year'] = pd.to_datetime(train_df['S_2']).dt.year\n","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:31:20.435807Z","iopub.execute_input":"2022-07-03T12:31:20.437622Z","iopub.status.idle":"2022-07-03T12:31:23.901145Z","shell.execute_reply.started":"2022-07-03T12:31:20.437579Z","shell.execute_reply":"2022-07-03T12:31:23.899821Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.groupby(['customer_ID']).nth(-1).reset_index(drop=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-03T12:31:23.902542Z","iopub.execute_input":"2022-07-03T12:31:23.903594Z","iopub.status.idle":"2022-07-03T12:31:30.775503Z","shell.execute_reply.started":"2022-07-03T12:31:23.903549Z","shell.execute_reply":"2022-07-03T12:31:30.774392Z"},"trusted":true},"execution_count":null,"outputs":[]}]}