{"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":"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 pandas as pd, numpy as np, gc\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","execution":{"iopub.status.busy":"2023-05-16T20:14:43.383099Z","iopub.execute_input":"2023-05-16T20:14:43.383849Z","iopub.status.idle":"2023-05-16T20:14:43.429902Z","shell.execute_reply.started":"2023-05-16T20:14:43.383813Z","shell.execute_reply":"2023-05-16T20:14:43.428268Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Introduction\n\nThe purpose of this notebook is to prepare data to serve as input to an LSTM model. Keras LSTM layer expect data in a format of (bacth_size, timesteps, features). Before reshape data to fit in format expected by keras we created some basic features. The creation of features was extracted from some public notebooks:\n\n* https://www.kaggle.com/code/cdeotte/xgboost-baseline-0-680?scriptVersionId=123110383\n* https://www.kaggle.com/code/kimtaehun/lightgbm-baseline-with-aggregated-log-data\n\nWe aggregated at column 'Level' to create new features. The idea is to use the level progression as the timesteps required by the LSTM layer.<br /><br />Example: \n<br/>For session_id 123 the model will use the aggregated features at \"timestep\" level 0, 'timestep' level 1 and so on to predict the answer sequence.\n<br/>![image.png](attachment:0789f7e5-5848-4dc0-99e0-5e625c6e584d.png)\n\nFollow the link bellow to visualize part 2 (training the model):\n* https://www.kaggle.com/code/serjhenrique/student-performance-lstm-training\n","metadata":{},"attachments":{"0789f7e5-5848-4dc0-99e0-5e625c6e584d.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## Feature engineering","metadata":{}},{"cell_type":"code","source":"# READ USER ID ONLY\ntmp = pd.read_csv(\"/kaggle/input/predict-student-performance-from-game-play/train.csv\",usecols=[0])\ntmp = tmp.groupby('session_id').session_id.agg('count')\n\n# COMPUTE READS AND SKIPS\nPIECES = 10\nCHUNK = int( np.ceil(len(tmp)/PIECES) )\n\nreads = []\nskips = [0]\nfor k in range(PIECES):\n    a = k*CHUNK\n    b = (k+1)*CHUNK\n    if b>len(tmp): b=len(tmp)\n    r = tmp.iloc[a:b].sum()\n    reads.append(r)\n    skips.append(skips[-1]+r)\n    \nprint(f'To avoid memory error, we will read train in {PIECES} pieces of sizes:')\nprint(reads)","metadata":{"execution":{"iopub.status.busy":"2023-05-16T20:14:43.433510Z","iopub.execute_input":"2023-05-16T20:14:43.433886Z","iopub.status.idle":"2023-05-16T20:16:09.042371Z","shell.execute_reply.started":"2023-05-16T20:14:43.433854Z","shell.execute_reply":"2023-05-16T20:16:09.039514Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/predict-student-performance-from-game-play/train.csv', nrows=reads[0])\nprint('Train size of first piece:', train.shape )\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2023-05-16T20:16:09.043879Z","iopub.execute_input":"2023-05-16T20:16:09.044199Z","iopub.status.idle":"2023-05-16T20:16:18.457818Z","shell.execute_reply.started":"2023-05-16T20:16:09.044171Z","shell.execute_reply":"2023-05-16T20:16:18.456998Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#https://www.kaggle.com/code/cdeotte/xgboost-baseline-0-680?scriptVersionId=123110383\ntargets = pd.read_csv('/kaggle/input/predict-student-performance-from-game-play/train_labels.csv')\ntargets['session'] = targets.session_id.apply(lambda x: int(x.split('_')[0]) )\ntargets['q'] = targets.session_id.apply(lambda x: int(x.split('_')[-1][1:]) )\nprint( targets.shape )\ntargets.head()","metadata":{"execution":{"iopub.status.busy":"2023-05-16T20:16:18.459975Z","iopub.execute_input":"2023-05-16T20:16:18.460520Z","iopub.status.idle":"2023-05-16T20:16:20.014683Z","shell.execute_reply.started":"2023-05-16T20:16:18.460489Z","shell.execute_reply":"2023-05-16T20:16:20.013663Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"CATS = ['event_name']\nNUMS = ['elapsed_time']\n\n# https://www.kaggle.com/code/kimtaehun/lightgbm-baseline-with-aggregated-log-data\nEVENTS = ['navigate_click','person_click','cutscene_click','object_click',\n          'map_hover','notification_click','map_click','observation_click',\n          'checkpoint']","metadata":{"execution":{"iopub.status.busy":"2023-05-16T20:16:20.022542Z","iopub.execute_input":"2023-05-16T20:16:20.023104Z","iopub.status.idle":"2023-05-16T20:16:20.027966Z","shell.execute_reply.started":"2023-05-16T20:16:20.023073Z","shell.execute_reply":"2023-05-16T20:16:20.027070Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def feature_engineer(train):\n    \n    dfs = []\n    for c in CATS:\n        tmp = train.groupby(['session_id','level_group','level'])[c].agg('nunique')\n        tmp.name = tmp.name + '_nunique'\n        dfs.append(tmp)\n    for c in NUMS:\n        tmp = train.groupby(['session_id','level_group','level'])[c].agg('mean')\n        tmp.name = tmp.name + '_mean'\n        dfs.append(tmp)\n    for c in NUMS:\n        tmp = train.groupby(['session_id','level_group','level'])[c].agg('std')\n        tmp.name = tmp.name + '_std'\n        dfs.append(tmp)\n    for c in EVENTS: \n        train[c] = (train.event_name == c).astype('int8')\n    for c in EVENTS + ['elapsed_time']:\n        tmp = train.groupby(['session_id','level_group','level'])[c].agg('sum')\n        tmp = tmp.groupby(['session_id','level_group']).cumsum()\n        tmp.name = tmp.name + '_sum'\n        dfs.append(tmp)\n    #event count\n    #tmp = {}\n    for c in EVENTS:\n        tmp = 0 if len( train.loc[ train['event_name'] == c ].groupby(['session_id','level_group','level'])[c].agg('count') ) == 0 else train.loc[ train['event_name'] == c ].groupby(['session_id','level_group','level'])[c].agg('count')\n        tmp = tmp.groupby(['session_id','level_group']).cumsum()\n        dfs.append(pd.DataFrame(tmp))\n    \n    train = train.drop(EVENTS,axis=1)\n        \n    df = pd.concat(dfs,axis=1)\n    df = df.fillna(-1)\n    df = df.reset_index()\n    df = df.set_index('session_id')\n    return df","metadata":{"execution":{"iopub.status.busy":"2023-05-16T20:16:20.029498Z","iopub.execute_input":"2023-05-16T20:16:20.030149Z","iopub.status.idle":"2023-05-16T20:16:20.050694Z","shell.execute_reply.started":"2023-05-16T20:16:20.030109Z","shell.execute_reply":"2023-05-16T20:16:20.049488Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\n\n# PROCESS TRAIN DATA IN PIECES\nall_pieces = []\nprint(f'Processing train as {PIECES} pieces to avoid memory error... ')\nfor k in range(PIECES):\n    print(k,', ',end='')\n    SKIPS = 0\n    if k>0: SKIPS = range(1,skips[k]+1)\n    train = pd.read_csv('/kaggle/input/predict-student-performance-from-game-play/train.csv',\n                        nrows=reads[k], skiprows=SKIPS)\n    df = feature_engineer(train)\n    all_pieces.append(df)\n    \n# CONCATENATE ALL PIECES\nprint('\\n')\ndel train; gc.collect()\ndf = pd.concat(all_pieces, axis=0)\nprint('Shape of all train data after feature engineering:', df.shape )\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2023-05-16T20:16:20.051937Z","iopub.execute_input":"2023-05-16T20:16:20.052307Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Continuous variable have been discretized based on the link below:\n\n* https://towardsdatascience.com/the-definitive-way-to-deal-with-continuous-variables-in-machine-learning-edb5472a2538","metadata":{}},{"cell_type":"code","source":"from sklearn.preprocessing import KBinsDiscretizer\n\ncolumns_to_discretize = ['event_name_nunique', 'elapsed_time_mean',\n       'elapsed_time_std', 'navigate_click_sum', 'person_click_sum',\n       'cutscene_click_sum', 'object_click_sum', 'map_hover_sum',\n       'notification_click_sum', 'map_click_sum', 'observation_click_sum',\n       'checkpoint_sum', 'elapsed_time_sum', 'navigate_click', 'person_click',\n       'cutscene_click', 'object_click', 'map_hover', 'notification_click',\n       'map_click', 'observation_click', 'checkpoint']\n\ndiscretize_dict = {}\n\nest = KBinsDiscretizer(n_bins=10, encode='ordinal', strategy='quantile')\n\nfor c in columns_to_discretize:\n    discretize_dict[c] = est.fit(df[c].to_numpy().reshape((-1,1)))\n    df[c] = est.transform(df[c].to_numpy().reshape((-1,1)))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def classify_group(r):\n    result = ''\n    if r['q'] <= 3:\n        result = '0-4'\n    elif r['q'] >=4 and r['q'] <=13:\n        result = '5-12'\n    elif r['q'] >=14 and r['q'] <=18:\n        result = '13-22'\n    return result\n\ntargets['level_group'] = targets.apply(lambda x: classify_group(x), axis=1)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Some sessions don't have information for all 22 levels of the game. The functionc \"fill_missing_levels' was created fo insert dummy values for sessions with missing levels.","metadata":{}},{"cell_type":"code","source":"def fill_missing_levels(df, start_level, end_level):\n    new_df = df.copy()\n    \n    levels = np.arange(start_level, end_level+1)\n    all_sessions = df.reset_index()['session_id'].unique()\n\n    for level in levels:\n        sessions_with_level = df.loc[df['level'] == level].index\n        sessions_without_level = all_sessions[~np.isin(all_sessions,sessions_with_level)]\n\n        for session in sessions_without_level:\n            data_to_fill = np.zeros((1,len(df.columns)))\n            data_to_fill[0][0] = level\n            row_to_fill = pd.DataFrame(\n                columns = df.columns,\n                data = data_to_fill,\n                index = [session]\n            )\n\n            new_df = pd.concat([new_df,row_to_fill], ignore_index=False)\n    \n    new_df.index.name = 'session_id'\n\n    return new_df","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"targets = targets.loc[targets['session'].isin(df.index)]\n\ntargets = targets.sort_values(by='session', ascending=True)\ndf = df.sort_values(by='session_id', ascending=True)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Reshape data","metadata":{}},{"cell_type":"code","source":"import math\n\ntargets_0_4 = targets.loc[targets['level_group'] == '0-4']\ntargets_5_12 = targets.loc[targets['level_group'] == '5-12']\ntargets_13_22 = targets.loc[targets['level_group'] == '13-22']\n\n\ny_train_0_4 = targets_0_4[['correct']].to_numpy().reshape(( math.ceil(targets_0_4.shape[0]/3), 1 ,3))\ny_train_5_12 = targets_5_12[['correct']].to_numpy().reshape(( math.ceil(targets_5_12.shape[0]/10), 1 ,10))\ny_train_13_22 = targets_13_22[['correct']].to_numpy().reshape(( math.ceil(targets_13_22.shape[0]/5), 1 ,5))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_group_0_4   = df.loc[ df['level_group'] == '0-4' ].drop(columns=['level_group'])\ndf_group_0_4 = fill_missing_levels(df_group_0_4, 0, 4)\nx_train_0_4 = df_group_0_4.to_numpy().reshape(( math.ceil(df_group_0_4.shape[0]/5), 5,  len(df_group_0_4.columns) ))\n\ndf_group_5_12  = df.loc[ df['level_group'] == '5-12' ].drop(columns=['level_group'])\ndf_group_5_12 = fill_missing_levels(df_group_5_12, 5, 12)\nx_train_5_12 = df_group_5_12.to_numpy().reshape(( math.ceil(df_group_5_12.shape[0]/8), 8,  len(df_group_5_12.columns) ))\n\ndf_group_13_22 = df.loc[ df['level_group'] == '13-22' ].drop(columns=['level_group'])\ndf_group_13_22 = fill_missing_levels(df_group_13_22, 13, 22)\nx_train_13_22 = df_group_13_22.to_numpy().reshape(( math.ceil(df_group_13_22.shape[0]/10), 10,  len(df_group_13_22.columns) ))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Save data","metadata":{}},{"cell_type":"code","source":"np.save('x_train_0_4',x_train_0_4)\nnp.save('x_train_5_12',x_train_5_12)\nnp.save('x_train_13_22',x_train_13_22)\n\nnp.save('y_train_0_4',y_train_0_4)\nnp.save('y_train_5_12',y_train_5_12)\nnp.save('y_train_13_22',y_train_13_22)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from pickle import dump\n\ndump(discretize_dict, open('discretize_dict.pkl', 'wb'))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}