{"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":"# [GamePlay] Slightly improved by Dialogue (日本語/Eng)\n\nThe goal of this competition is to predict student performance during game-based learning in real-time. In other words, the goal of this competition is to use time series data generated by an online educational game to determine whether players will answer questions correctly.  \n\nThe competition owner says we don't need to know the question itself or the answer, and hence the details of \"what game is this?\" is not given.  \n\nHowever I was curious about \"what kind of educational game is this?\" and this notebook was created from this this curiosity hoping it could contribute to Public score improvement.  \nI'd be happy if this notebook could contribute to your Score improvement even if it is slightly.  \n\nFor structuring Model baseline, I refered to the below links. Special thanks (^v^)/\n\n\n今回のお題は、「ゲームベースの学習」に取り組んでいる学生のパフォーマンスをゲームのログデータを利用してリアルタイムに予測することです。\n具体的には、オンライン教育ゲームから生成された時系列データを使用して「プレーヤーが質問に正しく答えるかどうか」を予測することです。  \n\n「質問の内容やその答えを知る必要はない」ということで、「そもそもどういう教育ゲームなのか」についての詳しい情報が与えられていないのですが、そこを考えることで少しでもスコア改善に繋げられないかと考えたのが、このNotebookです。  \n\n試行錯誤の結果、僅かですがスコア改善に繋げることができたので、ご参考までにご覧いただければ幸いです。\n\nなお、モデルのBaselineについては、以下のNotebookを参考にさせていただきました。\n\n**Credit to**  \nhttps://www.kaggle.com/code/cdeotte/xgboost-baseline-0-676  \nhttps://www.kaggle.com/code/mayukh18/lgbm-regressor-ensemble-pipeline\n\n\n**Public score history**  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"}}},{"cell_type":"markdown","source":"# What kind of educational \"Game\" is this? \nそもそもどんな教育ゲーム？\n\nThere is no detailed information on this. Let's take a look at Training data, first!\n\nこれについてはコンペの説明に詳細情報はないので、まずはトレーニングデータを見たいと思います。  ","metadata":{}},{"cell_type":"code","source":"import os\nimport gc\nimport numpy as np\nimport pandas as pd\n\nfrom sklearn.metrics import f1_score\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import KFold, GroupKFold\nimport lightgbm as lgbm\nfrom lightgbm.sklearn import LGBMRegressor","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-02-26T07:08:08.386494Z","iopub.execute_input":"2023-02-26T07:08:08.387397Z","iopub.status.idle":"2023-02-26T07:08:11.922141Z","shell.execute_reply.started":"2023-02-26T07:08:08.387353Z","shell.execute_reply":"2023-02-26T07:08:11.921104Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df = pd.read_csv('/kaggle/input/predict-student-performance-from-game-play/train.csv')\ntrain_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:10:09.153719Z","iopub.execute_input":"2023-02-26T07:10:09.154167Z","iopub.status.idle":"2023-02-26T07:10:51.762414Z","shell.execute_reply.started":"2023-02-26T07:10:09.154131Z","shell.execute_reply":"2023-02-26T07:10:51.760221Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"From a look at the above Training data, you can see there are room/screen coordinate(x,y), \"person_click\" in event_name, or dialogue-like words in \"text\" field.  \nIn addition to these information in Training data, considering the below picture in the explanation of this competition,  \nwe could imagine **\"this education game could be to accumulate the knowledge based on the conversation with other people shown on the screen and to answer the questions\"**.   \n(This is just my guess, sorry..)  \n\n上記のトレーニングデータを見ると、部屋（Room）や画面（Screen）の座標軸の情報があり、event_nameに「人をクリックする（person_click）」等があること、textに会話のような文字があることが分かります。  \nこれらのトレーニングデータにある情報に加えて、コンペの概要説明にある以下の絵を見ると、  \n**『画面上に現れる人との会話を通じて知識を蓄積し、質問に答えるゲーム』** なのではないか、と想像しました。  \n（あくまで想像です　＾＾；）  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"}}},{"cell_type":"code","source":"target_df = pd.read_csv('/kaggle/input/predict-student-performance-from-game-play/train_labels.csv')\ntarget_df['session'] = target_df.session_id.apply(lambda x: int(x.split('_')[0]) )\ntarget_df['q'] = target_df.session_id.apply(lambda x: int(x.split('_')[-1][1:]) )\ntarget_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:10:51.764522Z","iopub.execute_input":"2023-02-26T07:10:51.764927Z","iopub.status.idle":"2023-02-26T07:10:52.384176Z","shell.execute_reply.started":"2023-02-26T07:10:51.764892Z","shell.execute_reply":"2023-02-26T07:10:52.382967Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Try to utilize \"text\" as feature\n\n# (1) Words count  \n\nMy first idea was to add the counts of words in \"text\" fieald\" into features, based on the thought \"knowledge could vary depending on the volume of conversation?\".  \nThe result was, original Public score **0.676** went down to **0.662**.  \nLooks like the quantity of conversation is not related to whether or not the user can answer the questions correctly.  \n\n最初に考えたのは、「会話量に比例して知識量も変わるのでは？」ということで、text列の単語数を集計して特徴量に加えてみました。  \n結果的には、もともとのベースラインのPublic Score **0.676**から**0.662**へと悪化してしまいました。  \nどうやら会話の「量」は質問に正しく答えられるかには関係しないようです。 \n","metadata":{}},{"cell_type":"code","source":"train_df['word_cnt'] = train_df['text'].astype(str).apply(lambda x: 0 if x=='nan' else len(x.split()))\ntmp = pd.DataFrame(train_df.groupby(['session_id','level_group'])['word_cnt'].agg('sum'))\ndisplay(tmp)\ndel tmp\ngc.collect()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# (2) Question words  - 5W1H\n\nMy next idea was to add the counts of so-called 5W1H(Who,When, Where, What, Why, How) into features, based on the thought \"knowledge could be accelerated, depending on 5W1H?\".  \nThe result was, Public score was unchanged from **0.676**.  \nThis may look like 5W1H also has nothing to do with the score, but could be a kind of improvement considering the above (1).\n\n次に考えたのが、「WhatやWhoのような質問に関する単語が多ければ知識吸収が進むのではないか？」ということで、いわゆる5W1Hの数を特徴量として加えてみました。  \n結果的には、Public Scoreは、Base Lineの**0.676**から変わりませんでした。  \nこれは、5W1Hも質問への回答とは無関係にも見えますが、上記(1)で「余計なものを加えるとスコアは悪化する」ということに比べると、何らかの改善のようにも思えます。","metadata":{}},{"cell_type":"markdown","source":"# (3) Demonstrative pronoun (that, it, this)\n\nIn light of the above(2), I reconsidered \"in this competition, other party's explanation could be important\" and then tried to add Demonstrative pronoun (that, it, this) into features.  \nThe result was, Public score was slightly improved from **0.676** to **0.677**. \n\n上記(2)の結果をみて、「このゲームでは、質問をする会話ではなく相手が色々教えてくれる情報が重要なのではないか？」と思い、説明をするときに使う「あれ、それ、これ（that, it, this）」を特徴量に加えてみました。  \n結果、Public Scoreは、ベースラインの**0.676**から**0.677**へと僅かですが良化しました。  ","metadata":{}},{"cell_type":"code","source":"CATS   = ['event_name', 'fqid', 'room_fqid', 'text']\nNUMS   = ['elapsed_time','level','page','room_coor_x', 'room_coor_y', \n        'screen_coor_x', 'screen_coor_y', 'hover_duration']\nEVENTS = ['navigate_click','person_click','cutscene_click','object_click',\n          'map_hover','notification_click','map_click','observation_click', 'checkpoint']\n#DIALOGS = ['who', 'when', 'where', 'what', 'who', 'how']\nDIALOGS = ['that', 'this', 'it']","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:10:52.386003Z","iopub.execute_input":"2023-02-26T07:10:52.386358Z","iopub.status.idle":"2023-02-26T07:10:52.392565Z","shell.execute_reply.started":"2023-02-26T07:10:52.386324Z","shell.execute_reply":"2023-02-26T07:10:52.391417Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def feature_engineer(train):\n    dfs = []\n    for c in CATS:\n        tmp = train.groupby(['session_id','level_group'])[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'])[c].agg('mean')\n        tmp.name = tmp.name + '_mean'\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'])[c].agg('sum')\n        tmp.name = tmp.name + '_sum'\n        dfs.append(tmp)\n    \n    for c in DIALOGS:\n        tmp = train.groupby(['session_id','level_group'])['text'].apply(lambda x: (x.str.count(c)).sum())\n        tmp.name = c\n        dfs.append(tmp)\n    \n    #train['word_cnt'] = train['text'].astype(str).apply(lambda x: 0 if x=='nan' else len(x.split()))\n    #tmp = train.groupby(['session_id','level_group'])['word_cnt'].agg('sum')\n    #tmp.name = \"word_cnt\"\n    #dfs.append(tmp)\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    \n    return df","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:11:58.395422Z","iopub.execute_input":"2023-02-26T07:11:58.395885Z","iopub.status.idle":"2023-02-26T07:11:58.409428Z","shell.execute_reply.started":"2023-02-26T07:11:58.395845Z","shell.execute_reply":"2023-02-26T07:11:58.408104Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\ndf = feature_engineer(train_df)\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:12:16.193000Z","iopub.execute_input":"2023-02-26T07:12:16.193449Z","iopub.status.idle":"2023-02-26T07:14:23.144981Z","shell.execute_reply.started":"2023-02-26T07:12:16.193413Z","shell.execute_reply":"2023-02-26T07:14:23.143951Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"del train_df\ngc.collect()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:14:41.219697Z","iopub.execute_input":"2023-02-26T07:14:41.220941Z","iopub.status.idle":"2023-02-26T07:14:41.578174Z","shell.execute_reply.started":"2023-02-26T07:14:41.220890Z","shell.execute_reply":"2023-02-26T07:14:41.577329Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"FEATURES = [c for c in df.columns if c != 'level_group']\nALL_USERS = df.index.unique()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:14:43.420973Z","iopub.execute_input":"2023-02-26T07:14:43.421756Z","iopub.status.idle":"2023-02-26T07:14:43.430009Z","shell.execute_reply.started":"2023-02-26T07:14:43.421716Z","shell.execute_reply":"2023-02-26T07:14:43.428426Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"N_FOLDS = 3\n\ngkf = GroupKFold(n_splits=N_FOLDS)\noof = pd.DataFrame(data=np.zeros((len(ALL_USERS),18)), index=ALL_USERS)\nmodels = {}\n\nfor i, (train_index, test_index) in enumerate(gkf.split(X=df, groups=df.index)):\n    print('#'*25)\n    print('### Fold',i+1)\n    print('#'*25)\n    \n    for t in range(1,19):\n                \n        if t<=3: grp = '0-4'\n        elif t<=13: grp = '5-12'\n        elif t<=22: grp = '13-22'\n            \n        # TRAIN DATA\n        train_x = df.iloc[train_index]\n        train_x = train_x.loc[train_x.level_group == grp]\n        train_users = train_x.index.values\n        train_y = target_df.loc[target_df.q==t].set_index('session').loc[train_users]\n        \n        # VALID DATA\n        valid_x = df.iloc[test_index]\n        valid_x = valid_x.loc[valid_x.level_group == grp]\n        valid_users = valid_x.index.values\n        valid_y = target_df.loc[target_df.q==t].set_index('session').loc[valid_users]\n        \n        # TRAIN MODEL\n        model = LGBMRegressor(learning_rate=0.027, \\\n                    num_leaves=15, \\\n                    n_estimators=200, \\\n                    min_child_samples=20, \\\n                    boosting_type='gbdt',\n                    subsample_for_bin=1000,\n                    max_depth=-1,\n                    colsample_bytree=0.8)\n        model.fit(train_x[FEATURES].astype('float32'), train_y['correct'])\n                \n        models[f'{i}_{grp}_{t}'] = model\n        oof.loc[valid_users, t-1] = model.predict(valid_x[FEATURES])\n        \n    print()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:14:45.267481Z","iopub.execute_input":"2023-02-26T07:14:45.267946Z","iopub.status.idle":"2023-02-26T07:15:23.953953Z","shell.execute_reply.started":"2023-02-26T07:14:45.267906Z","shell.execute_reply":"2023-02-26T07:15:23.951867Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"true = oof.copy()\nfor k in range(18):\n    # GET TRUE LABELS\n    tmp = target_df.loc[target_df.q == k+1].set_index('session').loc[ALL_USERS]\n    true[k] = tmp.correct.values","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:15:31.673142Z","iopub.execute_input":"2023-02-26T07:15:31.673540Z","iopub.status.idle":"2023-02-26T07:15:31.755243Z","shell.execute_reply.started":"2023-02-26T07:15:31.673506Z","shell.execute_reply":"2023-02-26T07:15:31.753905Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# FIND BEST THRESHOLD TO CONVERT PROBS INTO 1s AND 0s\nscores = []; thresholds = []\nbest_score = 0; best_threshold = 0\n\nfor threshold in np.arange(0.4,0.81,0.01):\n    print(f'{threshold:.02f}, ',end='')\n    preds = (oof.values.reshape((-1))>threshold).astype('int')\n    m = f1_score(true.values.reshape((-1)), preds, average='macro')   \n    scores.append(m)\n    thresholds.append(threshold)\n    if m>best_score:\n        best_score = m\n        best_threshold = threshold","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:16:04.754073Z","iopub.execute_input":"2023-02-26T07:16:04.754485Z","iopub.status.idle":"2023-02-26T07:16:07.935312Z","shell.execute_reply.started":"2023-02-26T07:16:04.754452Z","shell.execute_reply":"2023-02-26T07:16:07.934007Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"del target_df, df, oof, true\ngc.collect()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:16:57.947147Z","iopub.execute_input":"2023-02-26T07:16:57.947605Z","iopub.status.idle":"2023-02-26T07:16:58.126334Z","shell.execute_reply.started":"2023-02-26T07:16:57.947568Z","shell.execute_reply":"2023-02-26T07:16:58.125056Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import jo_wilder\nenv = jo_wilder.make_env()\niter_test = env.iter_test()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:17:02.090025Z","iopub.execute_input":"2023-02-26T07:17:02.090470Z","iopub.status.idle":"2023-02-26T07:17:02.134884Z","shell.execute_reply.started":"2023-02-26T07:17:02.090434Z","shell.execute_reply":"2023-02-26T07:17:02.133630Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def predict(qid, grp, test):\n    val = 0\n    for fold in range(N_FOLDS):\n        val += models[f'{fold}_{grp}_{qid}'].predict(test[FEATURES])[0]\n    return val > best_threshold*N_FOLDS","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:17:20.104613Z","iopub.execute_input":"2023-02-26T07:17:20.105078Z","iopub.status.idle":"2023-02-26T07:17:20.111251Z","shell.execute_reply.started":"2023-02-26T07:17:20.105041Z","shell.execute_reply":"2023-02-26T07:17:20.110376Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for (sample_submission, test) in iter_test:\n       \n    df = feature_engineer(test)\n        \n    grp = test.level_group.values[0]\n    sample_submission['qid'] = sample_submission['session_id'].apply(lambda x: x.split(\"_\")[1][1:]).astype(int)\n    sample_submission['correct'] = sample_submission['qid'].apply(lambda x: predict(x, grp, df)).astype(int)\n    del sample_submission['qid']\n    \n    env.predict(sample_submission)","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:17:35.132724Z","iopub.execute_input":"2023-02-26T07:17:35.134304Z","iopub.status.idle":"2023-02-26T07:17:36.204433Z","shell.execute_reply.started":"2023-02-26T07:17:35.134252Z","shell.execute_reply":"2023-02-26T07:17:36.203024Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub = pd.read_csv(\"submission.csv\")\nsub.head()","metadata":{"execution":{"iopub.status.busy":"2023-02-26T07:17:58.534681Z","iopub.execute_input":"2023-02-26T07:17:58.535645Z","iopub.status.idle":"2023-02-26T07:17:58.550989Z","shell.execute_reply.started":"2023-02-26T07:17:58.535603Z","shell.execute_reply":"2023-02-26T07:17:58.550094Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}